Parityhealth-plan operations benchmark
DeepSeek · current generation · open weights · fast

DeepSeek V4 Flash

Rank 26 of 28. List price $0.07 in and $0.18 out per million tokens; 630 graded calls on this run.

Parity score
79.3
95% CI 76.182.4
Hard subset
80.1
144 tasks marked hard at authoring time
Cost per thousand tasks
$0.68
at vendor list on this run's own token counts
Right on every attempt
65%
over 3 attempts on 210 tasks

Where this model is strong and where it is not

FamilyScoreFormat validRight every attemptGrading
Benefit adjudication BEN72.292%42%oracle / exact
Contested adjudication ADJ94.2100%91%oracle / exact
Prior authorisation PA90.196%71%oracle / exact
Code sets and claim edits COD94.4100%87%oracle / exact
Quality measure logic QM93.399%80%oracle / exact
Document extraction ABS89.598%29%oracle / exact
Member explanation EOB93.0100%75%model-judged
Compliance boundaries SAFE83.396%58%model-judged
Plan-year ledger LDG8.339%0%oracle / exact
Measure population POP75.0100%67%oracle / exact

The numbers the headline score hides

Prior authorisation, by outcome

A model can score well overall while being systematically wrong in one direction. Approval and denial errors have very different consequences.

Decision label correct91.2%
should have been “approve91.9%
should have been “deny95.1%
should have been “pend100.0%
should have been “not_applicable100.0%

Compliance, in both directions

Refusing everything scores well on the first row and catastrophically on the second.

Did the unsafe thing when it should have declined13.9%
Refused work a plan must carry out12.1%
Its own “action” field matched what it actually did70.8%

Code sets: memory versus reference

The gap between these two rows is the argument for putting retrieval in front of a model before pointing it at coding work.

Recall tasks, nothing supplied94.4
Applied tasks, rule supplied in the prompt94.4
Answered with a wrong, confidently stated value5.6%
Said “UNKNOWN” rather than guessing0.0%

Extraction: precision against recall

Several extraction tasks have an empty array as the correct answer. Precision is the restraint measure.

Micro precision96.7
Micro recall86.0
Values produced that were not in the document2

Cost, latency and shape

Median latency15.1 sMean output tokens2,981
Mean reasoning tokens2,818Share of output spent reasoning95%
Input tokens billed1,302,855Of which served from cache30%
Cost per task$0.0007Transport errors0
Hit the output ceiling3.2%Responses that did not parse5.9%

Where it stands

On a paired bootstrap over the shared task set, DeepSeek V4 Flash is ahead of 1 of the other 27 models with 95% confidence, and behind 24. The remaining 2 are not separable from it on 210 items.

Significantly ahead of it: GPT-5.6 Sol, GPT-5.6 Terra, GPT-5.5, Claude Fable 5.1, Claude Opus 5, Claude Sonnet 5, Claude Opus 4.8, Claude Sonnet 4.6, Gemini 3.1 Pro, Gemini 3 Flash, Gemini 2.5 Pro, Kimi K3, Kimi K2.6, GLM-5.3, GLM-5.2, DeepSeek V4 Pro, Qwen3.8 Max, Qwen3.7 Max, Grok 4.6, Grok 4.5, Gemini 3.7 Flash, GLM-5.3 Flash, Qwen3.8 Flash, Hunyuan 4.

The tasks it lost, worst first, with the reasoning where the vendor exposes it

0LDG-006HDHP from a warm start with the family ceiling in reach30,000 out · 82.8s

See what every other model answered →

Reasoning · 26,514 tokens
We need answer JSON only. Need compute. Need be careful. Need process ledger with aggregate deductible family 6400 in-network. No individual deductible in-network except aggregate family. Out-of-network deductible individual 6400 measured against single member deductible balance? Need understand accumulators given: A deductible 1729.94, OOP 1762.13; B 0,0; C deductible 1382.40, OOP 1945.98; Family deductible 3112.34, OOP 3708.11. Plan aggregate family deductible 6400. In-network claims: deductible_applied lesser of allowed and family remainder (aggregate) because no individual. But also "A member's own accumulator and family accumulator both move on every claim that generates cost share. Under aggregate no member reaches coinsurance until family amount is met." Need compute.

Also out-of-network claims measured against out-of-network individual threshold 6400, using member's same single deductible balance. The credits accumulate to member and family. Need track.

Need process in order, including void/adjustment.

Let's define accumulators before line 1:

A: deductible 1729.94, OOP 1762.13
B: 0,0
C: deductible 1382.40, OOP 1945.98
Family: deductible 3112.34, OOP 3708.11

Need note OOP accumulators maybe member_responsibility total (deductible + coinsurance) excluding? For A OOP 1762.13 > deductible 1729.94 by 32.19, maybe from coinsurance? But plan aggregate family not met? Wait before line 1 family deductible 3112.34 < 6400, so no coinsurance should have occurred. Yet A OOP 1762.13 > deductible 1729.94 by 32.19. Could be out-of-network coinsurance? Or OOP includes something? Need not worry; given accumulators. But consistency? Let's inspect. A deductible 1729.94, OOP 1762.13 difference 32.19. C deductible 1382.40, OOP 1945.98 diff 563.58. Family OOP 3708.11 diff from family deductible 595.77. Sum diffs 32.19+0+563.58=595.77. So OOP accumulators include deductible plus some coinsurance amounts for A and C. But under aggregate family deductible not met, in-network no coinsurance. Could be out-of-network coinsurance after OON deductible? But OON deductible threshold 6400, not met. Hmm maybe prior to line 1 some out-of-network services? But OON deductible for A 1729.94, still below 6400, so no coinsurance. Yet OOP diff indicates coinsurance? Maybe OOP accumulators are not necessarily member responsibility? Wait glossary says OOPM ceiling on member cost share. Accumulator for OOPM running total of member_responsibility. If family deductible not met, member_responsibility equals deductible_applied, so OOP should equal deductible. But given not. Could be because "out-of-network thresholds are higher, out-of-network claims can carry a member's balance past the in-network individual amount" but not relevant. Maybe prior claims had copays? Plan has no copays. Or maybe some claims were before plan year? No. But we must use given accumulators as starting. Need maybe there are unexplained prior amounts; we process.

Need compute each claim.

Plan: aggregate family deductible 6400 in-network. Family total deductible credits before line1 = 3112.34. Family remainder = 6400 - 3112.34 = 3287.66. In-network claim allowed amount goes to deductible_applied up to family remainder, member_responsibility equals deductible_applied (no coinsurance until family deductible met). Once family deductible met (after some claim), subsequent in-network claims have deductible_applied 0 and coinsurance 10% member / 90% plan. But also need track member's own deductible balance? Under aggregate no individual in-network deductible, but "single member deductible balance" for OON threshold? The accumulators per member track deductible_applied credits. For in-network claims, deductible_applied credits move member deductible and family deductible. For out-of-network, measured against OON individual remainder 6400 - member's deductible balance. Need track.

Also OOPM: member_responsibility moves OOP accumulators. Family OOP moves by member responsibility. Once member reaches OOPM? Need check. Individual in-network OOPM 7000, family 14000, OON individual 14000. Once member reaches OOPM plan pays 100% allowed for covered services remainder. Need apply when member's OOP balance reaches threshold? But OOPM thresholds: in-network individual 7000, family 14000, out-of-network individual 14000. "Once a member reaches the out-of-pocket maximum the plan pays 100% of the allowed amount for covered services for the remainder of the plan year." Need determine applicable OOPM for service? In-network services use individual in-network OOPM 7000? Family? Out-of-network use individual OON 14000? But also family OOPM? The plan document says Individual (in-network) 7000, Family 14000, Individual (out-of-network) 14000. Need know how family OOPM works. Likely once family OOPM reached, plan pays 100% for all covered in-network services? But task asks ending family OOPM. Need apply OOPM when member's OOP reaches their individual threshold, and family OOPM when family total reaches 14000? We need infer from accumulator addendum: "A balance is the running total ... of member_responsibility (for an out-of-pocket balance). Because out-of-network thresholds are higher, out-of-network claims can carry a member's balance past the in-network individual amount, and the family balances past the family amounts; the balances are not capped at the in-network amounts." This suggests there are member balances and family balance, with in-network individual OOPM 7000, family 14000, OON individual 14000. Need apply OOPM based on claim network? For in-network claim, if member's OOP balance already >=7000, plan pays 100%; if family OOP balance >=14000, plan pays 100%? Need likely yes. But need track.

Let's process systematically with exact numbers.

We'll create table. Need decide rounding: member cost share calculated from allowed, round half up to cent at end of each claim? Typically allowed * percentage, round to cents. Deductible_applied is amount applied to deductible, likely equals allowed up to remainder, no percentage. Need use cents.

Important: In-network aggregate: "deductible_applied is LESSER of allowed amount and room left under deductible threshold that applies to it: in-network ... family remainder alone (aggregate)." So for in-network claim, deductible_applied = min(allowed, family_remainder) until family remainder zero. Member_responsibility = deductible_applied + coinsurance? Actually if family deductible not met, no coinsurance, so member responsibility = deductible_applied. If family deductible met, deductible_applied = 0, coinsurance = 10% allowed. If allowed exceeds family remainder, the portion exceeding family remainder? Need after family deductible satisfied within same claim, does coinsurance apply to full allowed or only excess? Typically once deductible met during claim, coinsurance applies to entire allowed? Or only amount above deductible? Need determine. The addendum says "A claim's deductible_applied is the LESSER of its allowed amount and the room left under the deductible threshold... Once the applicable threshold is met, deductible_applied is 0.00, including for a copay..." This implies for a claim that crosses threshold, deductible_applied is the remaining room (lesser of allowed and room), and then coinsurance after deductible likely applies to the portion of allowed not applied to deductible? Or to entire allowed? Need know. Standard: member pays deductible portion plus coinsurance on remaining allowed amount after deductible. So if allowed > family remainder, deductible_applied = family remainder, coinsurance = 10% * (allowed - deductible_applied). But some plans apply coinsurance to full allowed after deductible satisfied? Need infer from "Coinsurance after deductible" means after deductible is satisfied, coinsurance applies. If a claim satisfies deductible, coinsurance applies to the rest of allowed amount after deductible. The family accumulator addendum says "Once the applicable threshold is met, deductible_applied is 0.00" for subsequent claims. It doesn't explicitly say for crossing claim. But "Coinsurance after deductible" and "member cost share is calculated from ALLOWED amount" with deductible_applied as component. We need compute correctly.

Need also consider "A member's own accumulator and the family accumulator both move on every claim that generates cost share. Under an embedded structure a member's deductible is satisfied by the lesser of their individual remainder and the family remainder. Under an aggregate structure no member reaches coinsurance until the family amount is met." This suggests under aggregate, no member reaches coinsurance until family amount met. When a claim crosses family amount, the family amount is met during that claim; does member reach coinsurance for that claim after family amount met? Likely yes, on the portion above family remainder. Need apply.

Let's test with starting accumulators. Family deductible 3112.34, remainder 3287.66. Line1 allowed 1553.18 < remainder, so deductible_applied 1553.18, member_resp 1553.18, plan_paid 0? Allowed = member_resp + plan_paid, so plan_paid 0.00. Family deductible becomes 4665.52, remainder 1734.48. A deductible 3283.12? 1729.94+1553.18=3283.12. A OOP 3315.31? 1762.13+1553.18=3315.31. Family OOP 5261.29.

Line2 allowed 21710.91, family remainder 1734.48. deductible_applied = 1734.48. Then family deductible met. Remaining allowed 19976.43 subject to 10% coinsurance = 1997.643 -> round 1997.64. Member_resp = 1734.48 + 1997.64 = 3732.12. Plan_paid = 21710.91 - 3732.12 = 17978.79. Need check if coinsurance applies to full allowed or only excess. If full allowed after deductible met? Since deductible met during claim, coinsurance might apply to entire allowed? But then member_resp = deductible_applied + 10%*allowed = 1734.48 + 2171.091 = 3905.57, plan_paid 17805.34. Which is correct? Need determine from plan doc. "Coinsurance after deductible" usually if deductible not met before service, member pays full allowed until deductible satisfied, then coinsurance for remainder. The phrase "after the deductible is satisfied" could mean after the deductible has been satisfied for the year, not for the claim. In HDHP, if a claim crosses deductible, you pay deductible portion plus coinsurance on remaining. Need use standard. The addendum says "Once the applicable threshold is met, deductible_applied is 0.00" for subsequent claims, but for crossing claim, deductible_applied is remaining room. Then "coinsurance after deductible" likely on amount above deductible. We'll use that.

Need process all lines. But also need handle void/adjustment with re-adjudication against accumulators as they stand at adjustment. Need carefully unwind and re-adjudicate.

Let's process sequentially, tracking accumulators after each line. We need final components for claims 6,15,20 and ending accumulators.

Let's define variables:

A_ded, A_oop
B_ded, B_oop
C_ded, C_oop
Fam_ded, Fam_oop

Initial:
A_ded=1729.94, A_oop=1762.13
B_ded=0.00, B_oop=0.00
C_ded=1382.40, C_oop=1945.98
Fam_ded=3112.34, Fam_oop=3708.11

Need track family deductible met flag? Fam_ded reaches 6400 at line2. Once met, in-network deductible_applied = 0 for subsequent in-network claims. But OON claims still measured against member's OON deductible threshold 6400 using member's single deductible balance. Need track member deductible balances (A_ded etc) even after family met. For OON, deductible_applied = min(allowed, max(0, 6400 - member_ded))? Because OON individual threshold 6400. But "In-network and out-of-network deductible credits accumulate to a SINGLE member deductible balance. The amount above is the threshold that balance is measured against when the service is out-of-network." So for OON claim, applicable threshold = 6400 (OON individual), remainder = 6400 - member_ded (which includes all previous deductible credits, in-network and OON). If member_ded already >=6400, OON deductible_applied = 0, then coinsurance 40% of allowed. If member_ded <6400, OON deductible_applied = min(allowed, 6400 - member_ded). Then coinsurance on remaining? For OON, after deductible (OON threshold) met, coinsurance 40% on remaining allowed? Or on full allowed? Same logic: deductible_applied portion, then coinsurance on excess. Need apply.

Also OOPM: Need track member OOP balances. For in-network claims, once A_oop >=7000? Actually OOPM individual in-network 7000. If member's OOP balance reaches 7000, then for subsequent in-network claims, member_responsibility = 0? But note OOPM is ceiling; once reached, plan pays 100% allowed. For the claim that reaches OOPM, member pays only until threshold, then plan pays rest? Typically yes: member_responsibility capped so that OOP balance doesn't exceed OOPM. Need apply. Similarly family OOPM 14000 for in-network? Once family OOP balance reaches 14000, plan pays 100% for all members? Need consider. And OON individual OOPM 14000, separate threshold? But "Individual (out-of-network) 14000" and "Once a member reaches the out-of-pocket maximum the plan pays 100% of the allowed amount for covered services for the remainder of the plan year." Need know if OON OOPM is separate from in-network OOPM or same balance measured against different thresholds. The accumulator addendum: "A balance is the running total ... of member_responsibility (for an out-of-pocket balance). Because the out-of-network thresholds are higher, out-of-network claims can carry a member's balance past the in-network individual amount, and the family balances past the family amounts; the balances are not capped at the in-network amounts." This means there is a single member OOP balance and single family OOP balance, with in-network individual threshold 7000, family 14000, OON individual 14000. For an OON claim, the applicable OOPM threshold is 14000 (individual OON), so OOP balance can exceed 7000 without triggering in-network OOPM? Actually "out-of-network claims can carry a member's balance past the in-network individual amount" meaning if member's OOP balance crosses 7000 due to OON claim, does that trigger in-network OOPM? The phrase "Once a member reaches the out-of-pocket maximum" ambiguous. Typically there are separate in-network and out-of-network OOPMs; OON expenses count toward OON OOPM, not in-network OOPM. But here "single balance" measured against different thresholds. Need infer from addendum: "Because the out-of-network thresholds are higher, out-of-network claims can carry a member's balance past the in-network individual amount, and the family balances past the family amounts; the balances are not capped at the in-network amounts." This suggests the OOP balance is one running total; if it exceeds 7000 due to OON, the in-network OOPM is considered reached? Or not? "not capped at the in-network amounts" means the balance itself can exceed 7000, but that doesn't necessarily mean OOPM reached for in-network? Actually if balance exceeds 7000, then member has paid more than 7000, so in-network OOPM should be reached. But "out-of-network thresholds are higher" suggests for OON services, OOPM is 14000, so OON claims can push balance above 7000 without plan paying 100% on OON services until 14000. But for in-network services, once balance reaches 7000, plan pays 100% in-network. The balance is shared. Need apply: For an in-network service, if member OOP balance >=7000, no member cost share. For an OON service, if member OOP balance >=14000, no member cost share; otherwise member pays deductible/coinsurance. Family OOPM: For in-network services, if family OOP balance >=14000, plan pays 100% in-network for all members? Likely yes. For OON services, family OOPM? Plan document lists Family (in-network) 14000, no family OON OOPM. So family OOPM applies only in-network. Need apply.

Need also consider OOPM for claim that crosses threshold: member_responsibility capped so OOP balance reaches threshold and no more. For in-network, cap at 7000 for member and 14000 for family? If both apply, member_responsibility = min(calculated, remaining to member OOPM, remaining to family OOPM?) Actually family OOPM is a family-level ceiling; once family OOP reaches 14000, no further member cost share for any member. For a claim, member_responsibility should not cause family OOP to exceed 14000. And should not cause member OOP to exceed individual OOPM. So cap by lesser of member remaining to individual applicable OOPM and family remaining to family OOPM (if in-network). For OON, individual OOPM 14000, family OOPM not applicable? But family OOP balance still accumulates OON credits, and family OOPM is in-network only, so for OON claims, family OOPM doesn't cap. However, if family OOP balance already >=14000 due to OON? The addendum says family balances can pass family amounts; but family OOPM is in-network amount, so once family OOP >=14000, in-network services would be 100%? Actually if family OOP balance exceeds 14000, then family OOPM reached for in-network. But OON claims continue to accumulate beyond. So for OON claims, cap only by individual OON OOPM 14000, not family. Need apply.

Need process with all these.

Let's start.

Line 1: Claim 1, in-network PT, allowed 1553.18.

Family deductible remainder = 6400 - 3112.34 = 3287.66. A_ded=1729.94 <6400 but aggregate no individual. deductible_applied = min(1553.18, 3287.66) = 1553.18. Family deductible not met after line1? Fam_ded=4665.52 <6400. No coinsurance. Member_resp = 1553.18. Plan_paid = 0.00. Copay 0. Coinsurance 0.

Update:
A_ded = 1729.94+1553.18 = 3283.12
A_oop = 1762.13+1553.18 = 3315.31
Fam_ded = 3112.34+1553.18 = 4665.52
Fam_oop = 3708.11+1553.18 = 5261.29
B,C unchanged.

Line 2: Claim 2, in-network inpatient, allowed 21710.91.

Family ded remainder = 6400 - 4665.52 = 1734.48.
deductible_applied = min(21710.91, 1734.48) = 1734.48.
Remaining allowed = 21710.91 - 1734.48 = 19976.43.
Coinsurance 10% = 1997.643 -> round half up? 1997.64 (since .643 less than .645? Actually 1997.643, third decimal 3, so 1997.64). Need round half up to cent: 1997.643 -> 1997.64. Member_resp = 1734.48 + 1997.64 = 3732.12.
Plan_paid = allowed - member_resp = 21710.91 - 3732.12 = 17978.79.
Copay 0.

Check OOPM caps: A_oop before = 3315.31, member_resp 3732.12 would make 7047.43 > 7000. So cap to 7000? Need apply OOPM. Since A_oop reaches 7000 during this claim. In-network individual OOPM 7000. Member_responsibility should be capped at 7000 - 3315.31 = 3684.69. But calculated 3732.12 exceeds by 47.43. So member_resp = 3684.69? Need also family OOPM cap: Fam_oop before 5261.29, family OOPM 14000, remaining 8738.71, no cap. So member_resp = 3684.69. Then plan_paid = 21710.91 - 3684.69 = 18026.22. But need how to allocate deductible_applied and coinsurance? The components: deductible_applied = 1734.48 (actual deductible credit). Coinsurance amount would be 1997.64, but member_responsibility capped by OOPM. Need report coinsurance_amount as the amount of coinsurance before OOPM cap? Or actual member cost share component? The task asks claim components: member_responsibility, plan_paid, deductible_applied, copay_amount, coinsurance_amount. For adjusted claim, report components from adjustment. Need determine what coinsurance_amount means. Likely the coinsurance portion of member responsibility after deductible. If OOPM caps member responsibility, the coinsurance amount may be reduced? Hmm. Need think.

In health plan adjudication, if OOPM reached, the member's coinsurance is reduced to zero or to remaining OOPM. The "coinsurance amount" on the claim would be the actual amount the member owes as coinsurance, not the nominal 10% before OOPM. But the task defines components: member_responsibility plus plan_paid equals allowed amount. Copay amount and coinsurance amount are components of member responsibility? Typically member_responsibility = deductible_applied + copay_amount + coinsurance_amount. If OOPM cap applies, then member_responsibility
[empty response]
Grader detail
json{
  "reason": "response did not contain parseable JSON"
}
0LDG-007Twenty claims with an adjustment to network status30,000 out · 153.8s

See what every other model answered →

Reasoning · 30,000 tokens
We need answer JSON exactly keys. Need process ledger carefully. We need compute final components on books for claims 15,17,23, and ending accumulators. Need understand plan rules, adjustments. This is complex. Need meticulously simulate.

We need parse plan. Plan year 2026. Family embedded in-network deductible 2500 individual, 5000 family. Structure embedded: individual satisfies individual deductible and family satisfied once total family credits reach family amount. In-network claim deductible_applied = lesser of allowed amount and room left under threshold that applies: in-network smaller of member's individual remainder and family remainder (embedded). Out-of-network: out-of-network individual remainder, measured against member's same single deductible balance. Need careful with single balance.

Also OOPM: individual in-network 5500, family in-network 11000; individual out-of-network 11000. "Once a member reaches out-of-pocket maximum plan pays 100%..." Need understand thresholds for OOPM when claims in-network vs out-of-network. It says out-of-network individual OOPM 11000, family in-network 11000. Once member reaches OOPM? Which threshold? Need simulate: "Copays DO credit deductible. Copays always credit OOPM." For OOPM, likely member_responsibility accumulates to member's OOP balance, and family OOP balance. Once member reaches OOP max? Need thresholds: For in-network services, individual in-network OOPM 5500; family 11000. For out-of-network services, individual out-of-network OOPM 11000. But how single balance? Plan says "In-network and out-of-network deductible credits accumulate to a SINGLE member deductible balance. The amount above is threshold that balance is measured against when service is out-of-network." For OOP maybe similar? It says individual (out-of-network) 11000. "Once a member reaches the out-of-pocket maximum the plan pays 100%..." Usually separate in-network/out-of-network OOP maximums. Need infer from accumulators. Need compute.

Need process all lines in order, including adjustments. Need produce ending accumulators after all lines. Need final components for claims 15,17,23.

Let's define members A,B,C,D. Need track:
- Deductible balance per member (cumulative deductible_applied credits? single balance). Also family deductible balance total? likely sum of member deductible_applied? For in-network family deductible credits accumulate. But out-of-network credits also accumulate to member balance and family balance? Plan says "The credits an out-of-network claim generates still accumulate to the member's balance and to the family balance." Are family deductible balances tracked with in-network threshold only? Family total from all deductible credits. We need ending_family_deductible likely sum of member balances? Need track.

- OOP balance per member and family total (sum member responsibility? Member OOP credits from all services accumulate to member and family, regardless network. For OOPM, in-network individual threshold 5500; out-of-network individual threshold 11000; family OOPM 11000. Need know if family threshold applies for in-network only? Probably family in-network; out-of-network claims don't count family? Actually they accumulate to family balance. Need apply thresholds once balance reaches applicable amount. Need accurate.

Important: When member reaches OOPM, plan pays 100% of allowed for covered services; no member cost share. But if balance reaches OOPM mid-claim, how apply? Typically once accumulated OOP reaches max, no further cost share for rest of plan year; within claim, the member pays until threshold then plan pays rest? Since member_responsibility capped at OOPM? Need compute. Plan: "Once a member reaches the out-of-pocket maximum the plan pays 100% of the allowed amount for covered services for the remainder of the plan year." So for a claim that causes crossing, member responsibility should only be amount needed to reach OOPM, then plan pays remainder. This is common.

Need also copays: Primary/specialist etc. Generic pharmacy copay 10.00. Copays DO credit deductible. Wait phrase: "Copays DO credit the deductible. Copays always credit the out-of-pocket maximum." But glossary says "Copays do not apply to deductible unless plan document says so." Here plan says DO. So copay amounts are applied to deductible before deductible? Need careful: Copay is flat per-service member amount, but if deductible not met, copay credit to deductible? "Copays DO credit the deductible." Also accumulators addendum: "A claim's deductible_applied is the LESSER of its allowed amount and the room left under the deductible threshold that applies to it ... Once the applicable threshold is met, deductible_applied is 0.00, including for a copay that would otherwise credit the deductible." This suggests for a copay claim, deductible_applied can be amount of copay? Need parse. They define deductible_applied as lesser of allowed amount and room. For copay claim, allowed 27.12, threshold maybe room. If room > allowed, deductible_applied=allowed? But member responsibility is copay 10? Hmm.

Let's understand plan cost share:
- Copays are flat per-service member amounts.
- Copays DO credit the deductible. Meaning the copay amount counts toward deductible? Or the claim's allowed amount? Usually "copays do not apply to deductible" means not count. If DO credit, then $10 copay amount satisfies $10 of deductible, i.e., deductible_applied = copay? Or maybe entire allowed amount counts? Let's inspect addendum: "A claim's deductible_applied is the LESSER of its allowed amount and the room left under the deductible threshold that applies to it: ... Once the applicable threshold is met, deductible_applied is 0.00, including for a copay that would otherwise credit the deductible." This indicates deductible_applied is amount credited to deductible, not necessarily member paid. For a service with copay, the deductible_applied might be equal to the copay amount (or allowed). But lesser of allowed and room. For generic pharmacy allowed 27.12, room large; if they said copays DO credit deductible, could be allowed amount? But then member_responsibility is 10 copay, and plan_paid would be allowed - member_responsibility = 17.12. Does the full allowed amount credit deductible? Usually no, only cost-sharing payments count. But phrase "Copays DO credit the deductible" could mean the $10 copay is credited to deductible (not full allowed). Need infer from addendum: "A claim's deductible_applied is the LESSER of its allowed amount and the room left under the deductible threshold that applies to it". That says deductible_applied = lesser of allowed amount and room, not copay. So for any claim, deductible_applied may be based on allowed amount until threshold met? But for copay claims, if allowed amount less than room, deductible_applied = full allowed amount, meaning the entire allowed amount is counted toward deductible, even though member paid copay. Is that the plan's rule? "Copays DO credit the deductible" might mean the service's allowed amount? Hmm.

Need maybe the intended semantics: For claims, deductible_applied = amount applied to deductible, which for copay-only services is copay amount? But addendum says lesser of allowed and room. Let's read exactly:
"ACCUMULATORS (addendum to the plan document)
  A claim's deductible_applied is the LESSER of its allowed amount and the room
  left under the deductible threshold that applies to it:
    in-network ......... the smaller of the member's individual remainder and
                         the family remainder (embedded), or the family
                         remainder alone (aggregate);
    out-of-network ..... the out-of-network individual remainder, measured
                         against the member's same single deductible balance.
  Once the applicable threshold is met, deductible_applied is 0.00, including
  for a copay that would otherwise credit the deductible."

This doesn't explicitly set deductible_applied for copays as copay. It says for a copay that would otherwise credit the deductible, once threshold met, applied 0. So before threshold, a copay claim would have deductible_applied >0. It could be allowed amount? "lesser of its allowed amount and room" => likely full allowed amount. But then is plan_paid = allowed - member_responsibility. For generic pharmacy allowed 27.12, member_responsibility = 10 copay (assuming deductible met? No, if deductible credits maybe also? Wait, member responsibility for a pharmacy fill with copay should be flat $10, regardless of deductible. But if deductibles are not met, do copays also require deductible? Usually no; copay replaces deductible/coinsurance. The member pays copay; plan pays allowed - copay. But member's deductible gets credit equal to what? If copays DO credit deductible, perhaps the $10 copay amount counts toward deductible even though member paid it. For purposes of deductible, the individual's remaining deductible decreases by $10 (not allowed) upon a copay claim. That's more logical: "Copays DO credit the deductible" means the member's copay payment counts toward deductible. For standard coinsurance claims, member pays or accumulates deductible by paying the first dollars of allowed amount (deductible_applied). For a copay, member's cost share is flat, but $10 also goes toward deductible. But addendum saying "lesser of allowed amount and room" might be for claims generally. If allowed > copay, but room should measure deductible_applied? Hmm.

Let's look at OOP: "Copays always credit the out-of-pocket maximum." That means the copay amount member pays credits OOPM, i.e., member_responsibility 10. For deductible, if copays credit deductible, likely also the copay amount $10 credits deductible, not full allowed. But addendum's definition "deductible_applied = lesser of allowed amount and room" could imply that if room is 2500 and allowed is 27.12, applied 27.12, even though member pays 10. But is that possible? Then "crediting deductible" is whole allowed amount, not member payment. Would member's deductible be satisfied faster than paid. Unusual.

Need see examples? None. Need decide.

Let's inspect task family rules: "A member's own accumulator and the family accumulator both move on every claim that generates cost share." "An ADJUSTMENT line unwinds the named claim's credits from every accumulator they touched and re-adjudicates that claim at its corrected values against the accumulators as they stand at the adjustment." They define "credits" perhaps not only member_responsibility? They also mention "its deducible credit and its member responsility". So claim has deductible_applied and member_responsibility. For a copay claim, member_responsibility = copay; deductible_applied may be something.

Need perhaps derive from formula: member_responsibility + plan_paid = allowed amount for claim on books. For a claim with copay, member_responsibility should equal copay amount (flat), so plan_paid = allowed - 10. Then member_responsibility is 10. If deductible_applied equals allowed amount, then member_responsibility (10) + plan_paid (17.12) = allowed 27.12. OK. OOPM accumulates 10 only. Deductible accumulates 27.12. That is allowed. Does that make sense? "Copays DO credit deducible" = the allowed amount? Maybe they might intend allowed amount credited. But in standard health plan, deductible is member-paid amount, so plan_paid would be reduced by deducible portion. For copay service, if deductible not met, member should perhaps pay copay plus deductible? But plan says copay flat, not subject to deducible? It says "Copays DO credit the deducible" but not "subject to deductible." So no added member liability.

Need maybe from "A claim's deductible_applied is the LESSER of its allowed amount and room left..." That is unambiguous for non-copay. For copay, if no special, ded_applied=allowed. Therefore I lean allowed amount. But let's keep in mind.

Need simulate all claims. Let's first list claims/allowed/network/service/copay.

Plan: deductibles:
Individual in-network 2500; Family in-network 5000; Structure embedded.
Out-of-network individual deductible 5000. Single member deductible balance. For OON claim, applicable threshold = OON individual remaining? Actually "out-of-network individual remainder, measured against the member's same single deductible balance." So if member balance <5000, ded_applied = lesser of allowed and (5000 - balance) ? But also because family? It says out-of-network claims measured against OON individual thresholds only; family amounts do not limit OON. Thus for ON claim, ded_applied = min(allowed, smaller(member individual remaining 2500 - member_balance?, family remaining 5000 - family_balance?)). But note member balance includes OON credits; if member has already accumulated more than 2500 due to OON, individual in-network remainder = 0 (or maybe 2500 - balance negative). Need compute. "member's individual remainder" for in-network threshold 2500 but balance may exceed due to OON; then remainder zero? Probably yes: if balance >= 2500, no room left under in-network individual threshold. Family remainder = 5000 - family_balance maybe if family_balance can exceed 5000 from OON? Need maybe zero.

For OON, applicable OON threshold 5000 but measured against same single balance. If member balance already >5000 due to OON or ON? OON threshold 5000. Ded_applied = min(allowed, max(0, 5000 - member_balance)). (No family limit). Additionally, if member reaches OOPM, no cost share? Need.

Need OOPM: We have member_responsibility for each claim. Accumulate member OOP balances sum of member_responsibility. Family OOP balance sum of all member_responsibility? Need also when individual member reaches OOPM (in-network 5500 or OON 11000) can affect. Need process.

Let's start from pre-line accumulators zero. We'll process in order. Need track all details for adjustments final.

Let's create table with line, claim, member, network, allowed, service type/copay, member responsibility components, deductible_applied, plan_paid, OOP applied, etc. Need account for deductibles and OOPM. We need determine OOPM thresholds and how they apply to member responsibility.

Let's reason OOPM.

Plan says:
Out-of-pocket maximum
  Individual (in-network) ................ 5500.00
  Family (in-network) .................... 11000.00
  Individual (out-of-network) ............ 11000.00
  Once a member reaches the out-of-pocket maximum the plan pays 100% of the allowed amount for covered services for the remainder of the plan year.

This is ambiguous: There are two individual OOP maxes: in-network 5500 and OON 11000. "Once a member reaches the out-of-pocket maximum" could mean whichever applicable? For OON claims, if member has accumulated 5500 (from in-network) but below 11000, is OON OOPM reached? No, OON max is 11000. For in-network claims, if balance already exceeds 5500 due to OON, maybe in-network OOP reached? Since balance >5500. Need apply thresholds according to network: In-network claim's member_responsibility is capped so that OOP balance for that member reaches 5500; OON claim capped so balance reaches 11000? But balance is one combined balance maybe. Need standard separate accumulation: in-network OOP accumulator and OON OOP accumulator? Here plan says "Individual (in-network) 5500; Individual (out-of-network) 11000" could be separate maxes for separate accumulators. But they also mention "Out-of-network claims ... credits ... accumulate to member's balance and family balance." "balance" singular maybe there is one OOP balance? Actually "In-network and out-of-network deductible credits accumulate to a SINGLE member deducible balance" specifically for deductible. For OOP, not stated single. But task asks ending_oopm_a etc, and family. Need maybe one accumulator per member OOP across networks? Let's examine.

Plan has "Out-of-pocket maximum Individual (in-network) 5500; Family (in-network) 11000; Individual (out-of-network) 11000." It doesn't say "in-network and out-of-network OOP credits accumulate to a SINGLE member OOP balance." But "Copays always credit the out-of-pocket maximum." "Once member reaches OOPM the plan pays 100%..." Usually in-network OOPM and OON OOPM are separate; for OON claims, only OON OOP accumulator counts toward OON max; for in-network, in-network max. But if single balance, thresholds differ by network. Which does this harness intend? Need infer from accumulator description: "A balance is the running total of deductible_applied (for a deductible) or of member_responsibility (for an out-of-pocket balance)." They call "the member's balance" maybe one. For OOP, maybe there is one balance per member and family, and thresholds are: member reaches OOPM if their balance >= 5500 for in-network claim? But OON threshold is 11000. The same balance could be from both networks; if it crosses 5500 due to OON claim, then subsequent in-network claim would have no cost share because the "member reaches OOPM" for in-network? But plan says OON individual max 11000; not reached until 11000. Yet for in-network, max 5500 has been reached. So member is at in-network OOPM but not OON OOPM. This suggests an in-network claim would pay 100%, OON claim would continue cost share until 11000. Need track two or apply threshold based on network. The plan document's OOP section lists separate maximums for in-network and out-of-network; likely need two OOP accumulators? But task only asks ending_oopm for each member, one value. Maybe that is the single running balance, not remaining. Could be total member_responsibility accumulated across all networks. The threshold depends on service network. Need track cumulative total balance; for each new claim, compute cost share normally then cap so total doesn't exceed threshold that applies: for in-network use 5500, for OON use 11000. Family total for in-network? Hmm family OOP max in-network 11000; OON? Not listed family OON, but family OOP total maybe not limited by OON? Actually out-of-network claims credits accumulate to family balance, but family max is in-network? Need maybe not cap family for OON. We need simulate.

Let's think of tasks: They likely intend a simpler "one accumulator per member/family for OOP, no cap at thresholds?" Actually "Once member reaches OOPM..." must affect later claims. Need apply.

Let's search memory: Some previous harness tasks use "OOPM individual in-network 5500; individual OON 11000" and require calculating "member_responsibility" capped by OOPM. They might have one balance per member, and for any claim, if balance >= applicable OOPM then member_responsibility 0; else take normal cost share but not exceed remaining to the applicable OOPM. For family OOPM? For embedded? Family OOPM likely aggregate: once family total reaches 11000, plan pays 100% for all? But plan "Once a member reaches..." only member, not family. However family OOPM 11000: if family total reaches 11000, each member? Usually family OOPM with embedded individual: once family OOPM met, all members covered at 100%? Need perhaps.

Let's parse exact:
"Out-of-pocket maximum
  Individual (in-network) ................ 5500.00
  Family (in-network) .................... 11000.00
  Individual (out-of-network) ............ 11000.00
  Once a member reaches the out-of-pocket maximum the plan pays 100% of the allowed amount for covered services for the remainder of the plan year."

This says member, not family. Family max probably means if family total reaches 11000, each? Hmm "Individual (in-network)" and "Family (in-network)" like embedded deductible. For family OOPM, usually if family OOPM is met, each individual member is considered having met OOPM. But not stated? "Once a member reaches" maybe family total doesn't matter for an individual's OOP? But why list family? Maybe to cap total? Need know from task family. It asks ending_family_oopm, so need track family total, maybe cap at 11000? 
[empty response]
Grader detail
json{
  "reason": "response did not contain parseable JSON"
}
0LDG-003Aggregate HDHP, sixteen claims, two adjustments30,000 out · 565.2s

See what every other model answered →

Reasoning · 30,000 tokens
We need answer JSON only. Need process ledger carefully. Need produce required keys. Need understand plan: aggregate deductible family in-network 6400. OON individual deductible 6400 single balance? Need process order, adjustments, voids. Need report final components for claims 7 (voided => 0), 14, 18 (if not adjusted/voided, as adjudicated). Ending accumulators for members and family after all lines. Need calculate.

Let's restate plan details:

- Deductible in-network: family aggregate 6400, no individual deductible. Plan pays no coinsurance for any member until total family credits reach family deductible. Means for in-network claims, deductible applied = min(allowed, family remainder if family balance <6400?) Need consider out-of-network claims.

- OON deductible individual 6400, measured against member's same single deductible balance? Text: "Out-of-network (individual) ............ 6400.00; In-network and out-of-network deductible credits accumulate to a SINGLE member deductible balance. The amount above is the threshold that balance is measured against when the service is out-of-network." Need parse. There is family aggregate in-network deductible 6400; no individual in-network deductible. Out-of-network has individual 6400. "deductible_applied is lesser of allowed amount and room left under deductible threshold that applies to it:
    in-network ......... smaller of member's individual remainder and family remainder (embedded), or family remainder alone (aggregate);
    out-of-network ..... out-of-network individual remainder, measured against member's same single deductible balance.
  Once applicable threshold met, deductible_applied 0.00..."
So two structures? For in-network under aggregate, deductible_applied = allowed up to family remainder (if family balance < family amount) because no member individual. For OON, deductible_applied = allowed up to OON individual remainder for that member, measured by member's same single deductible balance. But there is also "family amounts, which are in-network amounts, do not limit OON claim. The credits an OON claim generates still accumulate to member's balance and family balance." Wait if family balance includes OON credits, then family in-network deductible may be satisfied by OON credits? It says "single member deductible balance" maybe includes in-network and OON? Let's parse.

The plan document says Deductible:
  Individual (in-network) 3200
  Family (in-network) 6400
  Structure AGGREGATE — no individual deductible.
  Out-of-network (individual) 6400
  In-network and out-of-network deductible credits accumulate to a SINGLE member deductible balance. The amount above is the threshold that balance is measured against when the service is out-of-network.

This is unusual: There is plan "Trinity HDHP 3200", maybe family aggregate. The accumulators addendum says:
  A claim's deductible_applied is the LESSER of its allowed amount and the room left under the deductible threshold that applies to it:
    in-network ......... the smaller of the member's individual remainder and the family remainder (embedded), or the family remainder alone (aggregate);
    out-of-network ..... the out-of-network individual remainder, measured against the member's same single deductible balance.
  Once the applicable threshold is met, deductible_applied is 0.00, including for a copay...
  A balance is the running total of deductible_applied... Because the out-of-network thresholds are higher, out-of-network claims can carry a member's balance past the in-network individual amount, and family balances past family amounts; the balances are not capped at the in-network amounts.
  Out-of-network claims are measured against the out-of-network individual thresholds only; the family amounts, which are in-network amounts, do not limit an out-of-network claim. The credits an out-of-network claim generates still accumulate to the member's balance and to the family balance.

So there are two separate "balances": member deductible balance (single balance accumulates both in-network and OON deductible_applied) and family deductible balance (accumulates in-network and OON credits? It says OON credits still accumulate to member balance and family balance). For OON, deductible_applied limited by OON individual threshold = min(allowed, 6400 - member deductible balance? Actually "room left under deductible threshold that applies" = OON individual remainder = max(0, 6400 - member_single_balance? Need if member's single balance already includes in-network credits. They say in-network and OON credits accumulate to same member balance; the amount above threshold when service is OON. So OON deductible threshold is 6400 for each member? If member balance after in-network claim maybe >? In-network credits accumulate to same member balance, but in-network threshold structure aggregate not individual. However for an OON claim measured against OON individual remainder, need member balance. If member has prior in-network credits under family aggregate? Hmm member balance is running total of deductible_applied for that member. In-network claims under aggregate have no individual threshold, but credits still apply to member's balance? "The credits an out-of-network claim generates still accumulate to the member's balance and to the family balance." What about in-network aggregate credits? They likely accumulate to member and family balances too. The "single member deductible balance" includes all deductible_applied. So for OON, remaining = 6400 - member_deductible_balance? If member balance over 6400, no OON deductible. But can member balance get over 6400? Only via OON credits after crossing 6400? Let's see OON claims after threshold met have deductible_applied 0, so balance doesn't increase. In-network claims might add to member balance up to family remainder; after family deductible satisfied, in-network deductible_applied=0, so no. Can a member's balance exceed 6400 via in-network aggregate family? Family may be 6400, but individual member could potentially accumulate more than 6400? In-network deductible_applied under aggregate = min(allowed, family remainder) while family unsatisfied. Once satisfied, 0. So a single member's deductible_applied cannot exceed family remainder? Actually if a member processes claims after family partially satisfied, the family remainder decreases. It is possible the same member's cumulative in-network credits before family satisfaction equal family deductible (6400), so not exceed. OON claims have their own threshold 6400 but if member balance maybe less than 6400, credits count until 6400, no further. So member balance cannot exceed 6400? But addendum says "out-of-network claims can carry a member's balance past the in-network individual amount, and the family balances past the family amounts; the balances are not capped at the in-network amounts." That suggests member's balance can be past 3200 due to OON threshold 6400. Not necessarily past 6400. For family, family balance can pass 6400 due to OON? But OON credits don't count against family threshold? It says family amounts are in-network amounts and do not limit OON claim, but credits accumulate to family balance, not capped. But family balance could exceed 6400 if OON claims are after family deductible? Actually if family balance reaches 6400, in-network deductible satisfied. If then OON claim occurs, for that member OON individual threshold maybe not met, so deductible_applied OON positive, family balance increases above 6400. Yes.

Need determine actual adjudication.

Let's process claims sequentially. Need careful with aggregate family deductible and OON individual threshold. Need summarize accumulators.

Let's assign members:
A subscriber, B spouse, C child, D child.

Initial all 0.

Plan year, no prior accum.

We need account:
- For each claim, determine allowed amount.
- Determine network.
- Deductible_applied:
  - In-network under aggregate: while family deductible balance < 6400, apply amount equal to min(allowed, 6400 - family balance) to family deductible. Is it also member's balance? Since no individual threshold, but single member deductible balance receives same amount? The addendum says "A balance is running total of deductible_applied"; member balance accumulates all deductible_applied for that member, even if in-network? likely yes. But in-network threshold in aggregate is family, not individual, so deductible_applied should be perhaps family remainder. Then add to member's deductible balance and family balance. After family satisfied, deductible_applied 0.
  - OON: allowed applies to member's OON deductible, up to (6400 - member_deductible_balance). Also adds to family balance? Yes OON credits accumulate to family balance. But family deductible amount "in-network" does not limit OON claim; if OON deductible_applied positive, family balance increases beyond family amount potentially, but the family in-network deductible is satisfied once family balance reaches 6400. Need measure family satisfaction for subsequent in-network claims against family balance (balance might be 6400 already).

Need also OOPM accumulators = member_responsibility? Actually out-of-pocket balance is running total of member_responsibility (deductible_applied + coinsurance? But for plans with no copays, member responsibility for covered service after deductible = deductible_applied + coinsurance = if allowed > deductible remainder, member pays deductible_applied (allowance toward deductible) plus coinsurance on remaining allowed. But also if deductible not met? Need define.

Member cost share: after deductible, coinsurance. No copays. For in-network before family deductible satisfied, deductible_applied is allowed amount (up to family remainder). Then if allowed exceeds remaining, amount after deductible is coinsurance 10% (or OON 40%). If deductible_applied equals allowed, no coinsurance. If deductible applied less than allowed (because remaining insufficient), then coinsurance on excess.

But under aggregate family, if family balance not satisfied, each claim's allowed amount is applied to deductible until family met. At each claim, if allowed amount greater than family remaining, the excess after family satisfied is then subject to coinsurance for that member at their plan coverage. Deductible_applied = min(allowed, family_remaining). Then coinsurance = (allowed - deductible_applied) * coinsurance rate. If family_remaining=0, deductible_applied 0, coinsurance = allowed*rate. For OON before member OON deductible met? OON deductible individual threshold 6400; but family aggregate not relevant. For OON, deductible_applied = min(allowed, member OON remaining). Then coinsurance applies only to amount above deductible? Actually if allowed > deductible_applied, after deductible satisfied, coinsurance at OON rate 40% on excess. This is a bit odd for a high deductible: usually entire allowed after deductible? Deductible is a dollar amount you pay; once met, all subsequent covered services subject to coinsurance, but for this claim if allowed partially applies to deductible, only amount above remaining is subject to coinsurance. Yes.

Need handle OOPM: member_responsibility = deductible_applied + coinsurance (no copay). But does OOPM also accumulate deductible_applied? Yes. OOPM balance = member_responsibility. However wait OOPM threshold individual in-network 7000, family 14000, individual OON 14000. Need check if any member reaches OOPM. Likely not? Need calculate.

Also plan pays 100% once OOPM reached. Need check if any claim hits OOPM? Probably not with calculations maybe C gets high costs but does she reach 7000? Need see.

Let's process. I'll create a table with accumulators. Need be careful with aggregate family.

Let's define family deductible balance F_D (cumulative deductible_applied to family). It starts 0. Family OOPM balance F_OOP = sum of member_responsibility? The family OOPM accumulates member OOP balances? likely yes "family balance" running total of member_responsibility maybe all members. But OOPM not necessarily capped? likely family OOPM. Need ending.

Member deductible balances M_D (same single balance? Include all deductible_applied) and member OOPM balances M_OOP. For OON individual threshold uses M_D (single member deductible balance) perhaps measured against 6400 for OON. But if in-network family aggregate credits to same M_D, then OON remaining may be reduced by in-network credits. Need decide. The addendum explicitly: OON measured against OON individual remainder, measured against member's same single deductible balance. So M_D includes all prior deductible_applied. So if a member has some M_D from in-network family deductible, OON remaining = 6400 - M_D. If M_D could be less. Good.

Let's process.

Line 1 Claim1 B, 2026-01-14, in-network outpatient, allowed 4445.54.

Family deductible not met (F_D=0). In-network aggregate: family remaining =6400. Deductible_applied = min(4445.54, 6400) = 4445.54. No coinsurance? Since allowed after deductible = 0, coinsurance 0. Member_responsibility = deductible_applied + coinsurance = 4445.54. Plan_paid = allowed - member_resp = 0.00? The claim allowed 4445.54, member pays all to deductible, plan paid 0. Yes.

Update:
B_D = 4445.54 (member balance)
B_OOP = 4445.54
F_D = 4445.54
F_OOP = 4445.54
A,C,D zero.

Line 2 Claim2 B in-network ED, allowed 2230.92.

Family F_D =4445.54. Remaining =6400-4445.54=1954.46. Deductible_applied = min(2230.92,1954.46)=1954.46. Excess =276.46. In-network coinsurance 10% on excess =27.65? 276.46 * 0.10 = 27.646, round to 27.65. Member_responsibility = 1982.11? 1954.46+27.65=1982.11. Plan pays = 2230.92 - 1982.11 =248.81. Alternative plan pays coinsurance portion 276.46*0.90=248.814 round 248.81. Yes.

Update:
B_D +=1954.46 => 6400.00 exactly. Now family deductible met.
B_OOP +=1982.11 => 4427.54? 4445.54 + 1982.11 = 6427.65? Wait careful: B_OOP from Claim1 4445.54 plus 1982.11 = 6427.65? 4445.54+1982.11=6427.65, yes. Actually 4445.54+1982.11 = 6427.65. No cap. But B_OOP OOPM? OOPM threshold in-network 7000, but maybe B_OOP 6427.65 not exceeded.
F_D = 6400.00 (1954.46 added)
F_OOP += 1982.11 => 6427.65.
After line2, family deductible satisfied. So for subsequent in-network claims, no deductible_applied, only coinsurance. For OON claims, individual OON threshold still may apply based on member M_D. Need member's M_D: B_D =6400, so B's OON threshold remaining =0. Other members M_D zero.

Line 3 Claim3 A in-network outpatient, allowed 6842.97.

Family deductible satisfied F_D=6400 (remaining 0). In-network aggregate: family remainder 0 => deductible_applied = min(6842.97, 0)=0. Coinsurance 10% of 6842.97 =684.30? 6842.97*0.10=684.297, round 684.30. Member_resp = 684.30. Plan_paid = 6842.97 - 684.30 =6158.67 (90%=6158.673 round 6158.67). Update:
A_D unchanged 0? Does deductible_applied 0 so no change to A_D or F_D. A_OOP +=684.30 =>684.30. F_OOP +=684.30 =>7111.95? 6427.65+684.30=7111.95.

Need remember Claim3 later adjusted downward (Line9). We need retroactively unwind and re-adjudicate at adjustment, but line intermediate claims stand. We'll process as original first then adjustment.

Line 4 Claim4 C OON inpatient, allowed 22929.00.

Family deductible already satisfied but irrelevant for OON? OON measured against C's OON individual remainder. C_M_D currently 0. OON threshold 6400. Deductible_applied = min(22929.00, 6400-0)=6400.00. Excess after deductible =16529.00. OON coinsurance 40% =6611.60. Member_resp =6400+6611.60=13011.60. Plan_paid =22929 -13011.60=9917.40 (60% of excess =9917.40). Is OOPM for C? C member OOP balance =13011.60. Individual OOPM for out-of-network =14000, in-network=7000? Since OON claim C_OOP 13011.60, does reaching 7000 trigger 100%? "Once a member reaches the out-of-pocket maximum the plan pays 100% of allowed amount for covered services for remainder." But OON OOPM is 14000, in-network OOPM 7000. Need how separate? The plan says OOPM individual in-network 7000, individual OON 14000. For an OON claim, the OOPM threshold that applies is 14000. Unless member has separate in-network OOPM? Need probably the OOPM balance is single? It says out-of-network thresholds higher; out-of-network claims can carry member's balance past in-network individual amount, family balances past family; not capped. So OOPM balance single, but OON measured against OON threshold 14000 because service OON. Thus C_OOP=13011.60 <14000, no OOPM reached. Later in-network maybe C_OOP already >7000 but in-network OOPM? This is tricky. The plan has in-network OOPM 7000 and OON OOPM 14000. Does an OON claim count toward both? "Once a member reaches the out-of-pocket maximum..." There are two thresholds. If C's OOP balance exceeds 7000 due to OON, then for an in-network claim would they be at in-network OOPM? Addendum says "Because the out-of-network thresholds are higher, out-of-network claims can carry a member's balance past the in-network individual amount, and the family balances past the family amounts; the balances are not capped at the in-network amounts." This suggests a single balance; for in-network service the in-network OOPM threshold (7000) applies, and if balance is already above it due to OON credits, the member has met in-network OOPM (plan pays 100% for in-network). Conversely if balance less than 14000, OON not met. So yes, once any balance reaches 7000, in-network OOPM met even if caused by OON? The phrase "once member reaches OOPM ... 100% covered services" maybe applies to applicable OOPM. Need be careful. The addendum only mentions balances not capped and OON claims can carry past in-network amounts. That likely means a member can hit the in-network OOPM earlier via OON? Wait OON credits are at 40% coins, but OOPM OON is 14000, higher than in-network 7000. If only in-network services count to in-network OOPM, an OON claim would not count to the 7000. But the addendum says "out-of-network claims can carry a member's balance past the in-network individual amount, and the family balances past the family amounts" indicates OON member_responsibility is added to same balance used for OOPM. Thus if it exceeds 7000, the in-network OOPM has been reached. We need apply that for subsequent claims.

But maybe because OON OOPM threshold is 14000, the "out-of-pocket maximum" reached only if the member's OOP balance reaches the threshold applicable to the service. For in-network service, 7000. Since C_OOP=13011.60 >7000, C has reached in-network OOPM and subsequent in-network claims pay 100% (no member cost share). Is that intended? Let's see if any subsequent C in-network occurs, would effect. Need determine.

Plan says:
Out-of-pocket maximum
  Individual (in-network) ................ 7000.00
  Family (in-network) .................... 14000.00
  Individual (out-of-network) ............ 14000.00
  Once a member reaches the out-of-pocket maximum the plan pays 100% of the allowed amount for covered services for the remainder of the plan year.
It doesn't say separate accumulators for in-network vs OON. Given addendum balances not capped, likely one single OOPM balance and service-specific threshold. For in-network service, threshold 7000; for OON, threshold 14000. If C_OOP=13011.60, in-network OOPM met but OON not. That seems plausible.

Similarly family OOPM: family in-network 14000. Family balance now: F_OOP previous 7111.95 + C_member_resp 13011.60 = 20123.55, already exceeds 14000. Since family OOPM for in-network has been reached. But need for subsequent? "family (in-network) 14000" but out-of-network family? There is no family OON OOPM given, maybe family OOPM only in-network? Addendum mentions family balances past family amounts. After C OON claim, family OOP balance > family in-network OOP max. Thus for subsequent in-network claims, even if individually not OOPM, family OOPM? Typically family OOPM aggregate: once family OOPM reached, plan pays 100% for 
[empty response]
Grader detail
json{
  "reason": "response did not contain parseable JSON"
}
0LDG-010Twenty-two claims with four edits30,000 out · 775.4s

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Reasoning · 29,830 tokens
We need answer JSON only. Need compute ledger. Need be careful. Need process claims in order with adjustments/voids. Need report final components on books for Claims 7,19,26 and ending accumulators all members/family. Need understand plan.

Let's restate plan rules.

Plan year 2026. Deductible individual in-network 2500, family 5000 embedded. OON individual 5000. Single member deductible balance accumulates in-network and OON credits; threshold measured against depends service: in-network threshold min(individual remainder, family remainder) embedded; OON threshold individual OON remainder measured against same balance. Family amounts are in-network amounts; OON claims not limited by family amounts but credits accumulate to family balance.

OOPM individual in-network 5500, family 11000, individual OON 11000. Once member reaches OOPM plan pays 100% allowed for covered services. Copays credit deductible and OOPM. Coinsurance after deductible in-network 30% member /70 plan; OON 50/50. Copays: primary care 25, specialist 50, urgent care 60, ER 300 waived if admitted inpatient then subject to deductible/coinsurance, generic pharmacy 10. Preventive in-network no cost share no accum. OON preventive subject OON deductible/coinsurance.

Need process all lines, but only report Claims 7,19,26 and ending accumulators. Need still process all to know accumulators. Need be precise with adjustments.

Let's set up initial accumulators:

A: ded 0, oop 0
B: ded 0, oop 0
C: ded 1744.67, oop 1900.68
D: ded 1150.72, oop 1150.72
Family ded 2895.39, oop 3051.40

Check C oop 1900.68 vs ded 1744.67; D oop=ded 1150.72. Family oop = 1900.68+1150.72 = 3051.40 yes.

Need process lines sequentially. Need determine each claim's components: allowed, deductible_applied, copay, coinsurance, member_responsibility, plan_paid. Need update member and family accumulators.

Need understand "deductible_applied" for copay claims. Plan says copays DO credit deductible. But accumulator addendum: A claim's deductible_applied is LESSER of allowed amount and room left under deductible threshold that applies to it; once threshold met, deductible_applied 0 including for a copay that would otherwise credit deductible. For copay services, allowed amount maybe less than copay? Need calculate. Copay flat per-service member amount. Member cost share = copay, not coinsurance? Deductible_applied for copay claim? It says copays DO credit deductible. So for urgent care, member responsibility = copay 60? But if allowed amount less than copay? Usually copay is member cost share, plan pays allowed - copay? But if allowed < copay? Need not likely. Need determine deductible_applied for copay claim: lesser of allowed amount and room left under deductible threshold. But if copay credits deductible, member responsibility includes copay? Let's parse: "Copays DO credit the deductible. Copays always credit the out-of-pocket maximum." "A claim's deductible_applied is the LESSER of its allowed amount and the room left under the deductible threshold that applies to it... Once the applicable threshold is met, deductible_applied is 0.00, including for a copay that would otherwise credit the deductible." This suggests for a copay service, the copay amount counts as deductible_applied? Or the allowed amount? The wording "including for a copay that would otherwise credit the deductible" means deductible_applied for copay is the amount of copay? Need infer from accumulator definitions: "A balance is the running total of deductible_applied (for a deductible) or of member_responsibility (for an out-of-pocket balance)." Copays credit OOPM via member_responsibility. If copay credits deductible, then deductible_applied should equal copay amount (or allowed?).

Need think of typical: Copays do not apply to deductible in many plans, but here explicitly "Copays DO credit the deductible." So for urgent care with 60 copay, the 60 counts toward deductible. But the claim's deductible_applied? It might be the copay amount, not the allowed amount, because member responsibility is copay and deductible credit is the copay. However addendum says "A claim's deductible_applied is the LESSER of its allowed amount and the room left under the deductible threshold that applies to it". That sounds for any claim, deductible_applied = min(allowed, remaining deductible). For a copay claim, if allowed is 182.07 and room left, deductible_applied = 182.07? But then member responsibility is 60 copay, not 182.07. But if deductible_applied = 182.07, then the member's deductible balance increases by allowed amount, while member only paid 60? That seems inconsistent with "copay credits deductible" meaning only 60 credits. But the addendum explicitly defines deductible_applied as lesser of allowed and room. Need reconcile.

Let's read carefully: "A claim's deductible_applied is the the LESSER of its allowed amount and the room left under the deductible threshold that applies to it: in-network ... Once the applicable threshold is met, deductible_applied is 0.00, including for a copay that would otherwise credit the deductible." This could mean for all claims, the deductible_applied is based on allowed amount, not member cost share. But then copays credit deductible? Hmm.

Maybe in this harness, for copay services, the copay is the member responsibility and also the deductible credit? The "deductible_applied" field for a claim might be the amount applied to deductible, which for copay could be the copay amount. But the addendum says lesser of allowed amount and room left, not "copay amount". Need examine examples? None.

Let's parse "Copays DO credit the deductible. Copays always credit the out-of-pocket maximum." That means the copay amount is credited to deductible and OOPM. The claim's deductible_applied should equal copay amount? The OOPM credit is member_responsibility (copay). The deductible credit should be same copay amount, not allowed. But the addendum's "A claim's deductible_appied is the LESSER of its allowed amount and the room left..." seems to conflict. Maybe "allowed amount" in that sentence for copay is the copay amount? No, allowed amount is contracted rate.

Let's consider how a copay claim works: allowed 182.07, copay 60. Member pays 60, plan pays 122.07. Deductible credit? If copays credit deductible, the 60 member payment counts toward deductible. But the plan's "deductible_applied" could be 60. The addendum says "A claim's deductible_applied is the LESSER of its allowed amount and the room left under the deductible threshold that applies to it" — if room left is e.g. 1000, lesser of allowed 182.07 and 1000 = 182.07. That would imply deductible_applied 182.07, which is not the copay. But maybe the "allowed amount" for a copay service is considered the copay? No.

Let's search memory: In some benefit plans, copays do not count toward deductible, but here they do. If a copay counts toward deductible, the amount that counts is the copay paid, not the arbitrary allowed amount. But the harness may define deductible_applied as the amount of allowed that is applied to deductible, which for a copay service could be the copay amount? Hmm.

Need look at task family rules: "A member's own accumulator and the family accumulator both move on every claim that generates cost share." "Copays DO credit the deductible. Copays always credit the out-of-pocket maximum." "A claim's deductible_applied is the LESSER of its allowed amount and the room left under the deductible threshold that that applies to it... Once the applicable threshold is met, deductible_applied is 0.00, including for a copay that would otherwise credit the deductible." This is in addendum to plan document. It explicitly says deductible_applied is based on allowed amount, not copay. But then "including for a copay that would otherwise credit the deductible" means if deductible already met, a copay would otherwise credit the deductible but because threshold met, deductible_applied = 0. That suggests for a copay, the deductible_applied is the copay amount? Because if threshold met, the copay would otherwise credit the deductible, but now doesn't. The sentence "including for a copay that would otherwise credit the deductible" modifies "Once the applicable threshold is met, deductible_applied is  ́0.00" — so yes, a copay that would otherwise credit the deductible has deductible_applied 0 once threshold met. Thus before threshold, the copay does credit the deductible, and deductible_applied equals copay amount? But the first sentence says lesser of allowed and room. Maybe for a copay claim, the "allowed amount" in the formula is the copay? No.

Let's think of "deductible_applied" as the amount credited to deductible. For a copay claim, the amount credited is the copay, not allowed. But the addendum says "lesser of allowed amount and room left" — maybe because for coinsurance claims, the full allowed goes against deductible until satisfied; for copay claims, the copay (flat) goes against deductible, but if the room left is less than copay? Wait "lesser of its allowed amount" would be wrong for copay. Unless "allowed amount" is defined as the amount the member is responsible for? No.

Maybe in this harness, "deductible_applied" for a copay claim is indeed the copay amount, and the "lesser of allowed amount and room left" applies to coinsurance claims only? But the addendum says "A claim's deductible_applied is the LESSER of its allowed amount and the room left..." without exception. Need decide.

Let's inspect required keys: claim_7_copay_amount, claim_7_coinsurance_amount. So they want components. For claims with copay, need copay amount and coinsurance amount (likely 0). For claim 7 physical therapy course, likely coinsurance, no copay. Claim 19 ambulatory surgery, coinsurance. Claim 26 outpatient rehab, coinsurance. So maybe copay handling not directly in reported claims except accumulators affected by urgent care claims. Need still process urgent care copays for accumulators. Need know deductible_applied for those to compute ending deductibles.

Let's examine all lines: many urgent care visits (lines 2,4,5,13,21,25) and ER visits (1,15,22). ER copay 300 waived if admitted; if admitted, subject to deductible and coinsurance. Urgent care copay 60. Need process copays. The final reported claims are not copay, so only accumulators depend on copay deductible credit.

Need determine whether for urgent care, deductible_applied = 60 or allowed amount. This affects ending deductibles and OOPM (OOPM member_responsibility = copay 60 regardless; deductible balance could differ). Need infer from plan document "Copays DO credit the deductible" strongly implies the copay amount credits deductible. The addendum "A claim's deductible_applied is the LESSER of its allowed amount and the room left under the deductible threshold" might be intended for all claims, but if applied to copay, the deductible credit would be allowed amount, not copay, contradicting "copays credit deductible" (unless the plan means the allowed amount of a copay service is credited? That would be odd). Let's parse "Copays DO credit the deductible" — a copay is a flat amount paid by member; the amount that credits deductible is the copay amount. So deductible_applied for copay should be copay amount. The addendum's formula "lesser of allowed amount and room left" maybe assumes the claim's "allowed amount" is the amount subject to deductible, but for copay services, the amount subject to deductible is the copay. However the addendum explicitly says "A claim's deductible_applied is the LESSER of its allowed amount and the room left..." Could be a general rule that overrides? But then "including for a copay that would otherwise credit the the deductible" would be nonsensical because if deductible_applied = allowed, a copay would not "otherwise credit" the deductible; the allowed would. Hmm.

Let's look at exact text: "A claim's deductible_appplied is the LESSER of its allowed amount and the room left under the deductible threshold that applies to it:
    in-network ......... the smaller of the member's individual remainder and
                         the family remainder (embedded), or the family
                         remainder alone (aggregate);
    out-of-network ..... the out-of-network individual remainder, measured
                         against the member's same single deductible balance.
   Once the applicable threshold is met, deductible_applied is 0.00, including
   for a copay that would otherwise credit the deductible."

This says for any claim, deductible_applied = min(allowed, room). For a copay claim, if room left is 100, allowed 182, deductible_applied = 100. That means the copay's deductible credit is capped by room left. But if copay is 60 and room left 100, deductible_applied would be 100 (allowed), not 60. That would mean the member's deductible balance increases by 100 even though only 60 copay paid. That seems impossible because the member hasn't paid 100 toward deductible. But the plan document says "Copays DO credit the deductible" — the credit should be the copay, not allowed. Unless the "deductible_applied" is not the member's credit but the amount of allowed applied to deductible, and the copay is separate? But then the member's deductible would be satisfied by allowed amounts even though the member only paid copays, which would be bizarre.

Let's consider real-world: Some plans have copays that do not count toward deductible; here they do. If a member has a $60 copay, that $60 counts toward deductible. The "deductible_applied" on a claim should be $60. The allowed amount is not relevant to deductible. The addendum's formula "lesser of allowed amount and room left" might be a simplified rule for coinsurance claims, but they included "including for for a copay" to clarify that once deductible met, no deductible credit for copay. Maybe they intend deductible_applied for copay = copay amount, not allowed. Need decide based on wording "Copays DO credit the deductible" and "Copays always credit the out-of-pocket maximum." The OOPM credit is member_responsibility = copay. The deductible credit should be same amount. Therefore for copay claims, deductible_applied = copay amount (capped by room left? If room left less than copay, then deductible_applied = room left? But then member responsibility still copay? Hmm. If room left is 20 and copay 60, the copay would "credit" only 20? But the says copays DO credit deductible; if threshold met, 0. So yes, capped by room left. But if room left 20, deductible_applied = 20, member_responsibility = 60, OOPM increases 60, deductible increases 20. That's plausible: only the amount of copay that fits under deductible actually credits; the rest doesn't because deductible met. But the addendum formula says min(allowed, room), not min(copay, room). For copay claims, allowed is larger than copay, so min would over-credit. Unless "allowed amount" in that formula is meant to be the member liability amount? No.

Let's look at "Once the applicable threshold is met, deductible_applied is 0.00, including for a copay that would otherwise credit the deductible." This implies if threshold not met, a copay would credit the deductible by its copay amount. So I lean that for copay claims, deductible_applied = copay amount (or remaining room if less), not allowed. But the addendum's "lesser of allowed amount and room" is a general statement that might be intended to apply to the amount that is applied to deductible, which for a copay is the copay? But they didn't say that. Hmm.

Let's search within prompt: "Member cost share is calculated from the ALLOWED amount. Amounts billed above the allowed amount are not the member's responsibility for in-network services." "Copays DO credit the deductible. Copays always credit the out-of-pocket maximum." "A claim's deductible_appplied is the the LESSER of its allowed amount and the room left under the deductible threshold that applies to it" This is in ACCUMULATORS addendum. It likely is intended to define how much of a claim's allowed amount is applied to deductible. For a copay claim, the "allowed amount" is the contracted rate, but the member's cost share is a copay, not coinsurance. Does the full allowed amount apply to deductible? That would mean the plan's deductible is satisfied by allowed amounts even when member only paid copay, which is not "member cost share" but "allowed amount". But the plan says "Copays DO credit the deductible" not "Allowed amounts credit the the deductible." So no.

Maybe the harness's "deductible_applied" for a copay claim is the copay amount, and the "allowed amount" phrase is an error or meant for coinsurance. Need see if there are any examples in task family? Not provided.

Let's reason from "A balance is the running total of deductible_applied (for a deductible) or of member_responsibility (for an out-of-pocket balance)." So deductible balance = sum of deductible_applied. If for urgent care claim with allowed 182.07 and copay 60, if deductible_applied = 182.07, then the deductible balance increases by 182.07. But the member only paid 60. The plan would say the member has satisfied 182. of deductible despite paying only 60. That is not "member cost share" but could be if the plan counts the allowed amount of copay services toward deductible? No, the phrase "copays DO credit the deductible" would be false: it's the allowed amount credit, not copay. So definitely for copay claims, deductible_applied should be copay amount, not allowed. The addendum's "lesser of allowed amount" might be a mistake in prompt? But we must follow prompt. Maybe "allowed amount" for a copay service is the copay? No.

Let's examine the exact wording of the addendum: "A claim's deductible_applied is the LESSER of its allowed amount and the room left under the deductible threshold that applies to it" This is could be read as "the amount of the claim that is applied to the deductible is the lesser of the claim's allowed amount and the room left". For a copay claim, the claim's "allowed amount" is the full contracted rate, but the claim's "deductible_applied" is not necessarily the member's cost share; it is the amount of allowed that consumes the deductible. If that were true, then a copay claim would consume deductible by allowed, and the copay would also credit OOPM. But then "Copays DO credit the deductible" would mean the copay claim's allowed amount credits the deductible? No, that's not the copay.

Let's consider if the plan has "copays DO credit the the deductible" meaning the copay service's allowed amount counts toward deductible? No, "copay" is a payment, not service.

I think the harness likely intends: For copay services, the member responsibility is the copay; the copay amount is also the deductible_applied (until deductible met). The "lesser of allowed amount and room left" is a general rule for coinsurance claims, but they may have intended "allowed amount" to mean "the amount the member owes that is subject to deductible", which for copay is the copay. However the text is explicit. Need decide.

Let's look at the required keys: They ask claim_7_copay_amount and claim_7_coinsurance_amount for physical therapy. Claim 7 is not copay. Claim 19 and 26 not copay. So no direct need to report copay deductible_applied for final claims. But accumulators depend on copay claims. Need calculate ending deductibles. If we choose wrong interpretation, ending deductibles differ.

Let's compute both scenarios? Need final answer one. Need infer from "Copays DO credit the deductible" and "Copays always credit the out-of-pocket maximum." In accumulator addendum, "Once the applicable threshold is met, deductible_applied is 0.00, including for a copay that would otherwise credit the deductible." This explicitly ties copay to deductible_appplied. So for copay, deductible_applied = copay amount (or room left). The "lesser of al
[empty response]
Grader detail
json{
  "reason": "response did not contain parseable JSON"
}
0LDG-004Copays that credit the deductible, fifteen claims30,000 out · 1039.7s

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Reasoning · 30,004 tokens
We need answer JSON only. Need compute ledger. Need be careful. Need process all lines in order, adjustments. Need final components for claims 6,14,17 and ending accumulators.

We need understand plan. Embedded deductible in-network individual 2500, family 5000. Single member deductible balance accumulates in-network and OON credits? Deductible applied lesser of allowed and room under applicable threshold. For in-network: smaller of member's individual remainder and family remainder (embedded). For OON: out-of-network individual remainder measured against member's same single deductible balance. OON thresholds individual 5000; family amounts in-network do not limit OON. Credits accumulate to member balance and family balance. OOPM: individual in-network 5500, family in-network 11000, individual OON 11000. Once member reaches OOPM plan pays 100% allowed for covered services remainder. Need OOPM accumulators? Member_responsibility credits OOPM. Copays credit OOPM. Deductible and coinsurance are member responsibility. Need OOPM thresholds: in-network claims measured against individual in-network OOPM 5500? OON claims measured against individual OON 11000? Family OOPM in-network 11000. The balances can pass thresholds? "Because the out-of-network thresholds are higher, out-of-network claims can carry a member's balance past the in-network individual amount, and the family balances past the family amounts; the balances are not capped at the in-network amounts." So ending accumulators are actual totals, not capped. Need track.

Need process all claims, including those not final maybe to get ending accumulators. Need adjust Claim 6 twice? Lines 9 and 11 both adjustment to Claim 6 with same corrected allowed 277.77? Interesting duplicate adjustment? Need interpret. Line 9 ADJUSTMENT to Claim 6 corrects allowed upward to 277.77. Then line 11 ADJUSTMENT to Claim 6 again same corrected to 277.77. Maybe because first adjustment? Need process: adjustment unwinds original claim credits and re-adjudicates at corrected values against accumulators as they stand at adjustment. Then later another adjustment to same claim? It unwinds the credits that claim currently has (from prior adjustment) and re-adjudicates again at corrected values against accumulators as they stand at line 11. Since same corrected values, it should produce same components? But accumulators as they stand at line 11 may differ from line 9, so deductible/OOPM room may differ, so re-adjudication could produce different components? Need think. An adjustment to claim 6 at line 9: remove original claim 6 credits from accumulators (original line 6), then adjudicate claim 6 at corrected allowed 277.77 against accumulators as they stand after removing original credits and after lines 1-8 processed? Actually "as they stand at the point the adjustment is processed" likely after removing original credits, before posting adjusted claim. Then post adjusted claim. Then line 10, then line 11 adjustment to Claim 6: remove adjusted claim 6 credits from accumulators (the credits from line 9), then re-adjudicate claim 6 at corrected values against accumulators as they stand at line 11 after removal and after lines 1-10 (with line 10). Since accumulators may have changed, the deductible room/OOPM room may be different, so components may differ. But the corrected allowed amount same. Need process. This is tricky. Need compute.

Need determine copay for urgent care claim 6: Urgent care copay 60.00. Copays DO credit deductible. For in-network urgent care, is it subject to copay only or deductible/coinsurance? Plan says Member cost share: Urgent care 60.00 copay. Copays DO credit deductible. So for urgent care, member pays copay 60; no coinsurance? Typically copay for service, no deductible/coinsurance. But "Copays DO credit the deductible" means the copay amount counts toward deductible? Wait deductibles are amounts member pays at allowed rate before coinsurance begins. Copays do not apply to deductible unless plan says so. Here plan says "Copays DO credit the deductible." So the copay amount is applied as deductible credit? Need interpret. It says "Copays DO credit the deductible. Copays always credit the out-of-pocket maximum." So a $60 urgent care copay credits deductible by $60? But accumulator definition: "A claim's deductible_applied is the LESSER of its allowed amount and the room left under the deductible threshold... Once threshold met, deductible_applied is 0.00, including for a copay that would otherwise credit the deductible." This suggests copay has a deductible_applied amount equal to copay? Or allowed amount? Need parse.

In plan document: Copays DO credit the deductible. In accumulator addendum: "A claim's deductible_applied is the LESSER of its allowed amount and the room left under the deductible threshold that applies to it: ... Once the applicable threshold is met, deductible_applied is 0.00, including for a copay that would otherwise credit the deductible." Hmm for a copay-only claim, allowed amount may be e.g. 181.01, copay 60. If deductible_applied is lesser of allowed amount and room, for a copay claim before deductible met, would it be the allowed amount? But then member responsibility is copay only? The deductible_applied is a credit to deductible, not necessarily amount paid? Wait "deductible_applied" is the amount applied to deductible. For normal deductible/coinsurance claims, deductible_applied equals amount of allowed paid by member as deductible (before coinsurance). For copay claims, "copays DO credit the deductible" means the copay amount itself counts toward deductible, so deductible_applied should be the copay amount, not allowed amount. But accumulator addendum says "A claim's deductible_applied is the LESSER of its allowed amount and the room left under the deductible threshold that applies to it" — that would be allowed amount, not copay. But then "Once the applicable threshold is met, deductible_applied is 0.00, including for a copay that would otherwise credit the deductible." This implies normally a copay's deductible_applied is something (copay amount) unless threshold met. Need resolve.

Let's read exact: "A claim's deductible_applied is the LESSER of its allowed amount and the room left under the deductible threshold that applies to it: ... Once the applicable threshold is met, deductible_applied is 0.00, including for a copay that would otherwise credit the deductible." This is a general definition for all claims. For copay, allowed amount maybe the allowed amount of service; but member cost share is copay flat. If deductible_applied = lesser of allowed and room, then for a $181 urgent care with $60 copay, deductible_applied would be $181 if room >181, even though member only pays $60. That seems inconsistent with "copays credit deductible" as the copay amount. But maybe "deductible_applied" for copay is the copay amount? The definition says lesser of allowed amount and room, not copay. Need infer from task family rules: "A claim's deductible_applied is the LESSER of its allowed amount and the room left under the deductible threshold that applies to it" and "Once the applicable threshold is met, deductible_applied is 0.00, including for a copay that would otherwise credit the deductible." This suggests for a copay, the deductible_applied is the copay amount? Wait "including for a copay that would otherwise credit the deductible" means if threshold met, the copay does not credit deductible. If threshold not met, the copay credits deductible by its amount? The phrase "would otherwise credit the deductible" refers to copay crediting deductible. So deductible_applied for copay should be the copay amount, not allowed. But the general definition says lesser of allowed amount and room. Maybe because copay is less than allowed; but if allowed amount is less than copay? For generic pharmacy allowed 38.18, copay 10. Lesser of allowed and room would be 38.18 if room >38.18, not 10. That would credit more than copay. That seems wrong. But maybe "allowed amount" for pharmacy fill is 38.18, and the member copay is 10, but the plan pays 28.18? Wait if copay is flat $10, member responsibility 10, plan pays allowed - 10 = 28.18. If deductible_applied were 38.18, then member responsibility 10 but deductible credit 38.18, weird. However the plan says copays DO credit the deductible, maybe the full allowed amount of a copay service credits deductible? No, "copay" is a flat per-service member amount. It would credit the deductible by the copay amount, not allowed. But the accumulator addendum explicitly defines deductible_applied as lesser of allowed amount and room. Need follow that. Let's examine examples.

Maybe for copay services, the "deductible_applied" is the copay amount because the copay is the member's cost share and the amount that credits deductible. But the definition "LESSER of its allowed amount and the room" could be interpreted as the amount of the claim applied to deductible, which for a copay is the copay amount, not allowed. But it says "allowed amount", not "member responsibility". Hmm.

Need look at task family rules: "A member's own accumulator and the family accumulator both move on every claim that generates cost share." "Copays DO credit the deductible. Copays always credit the out-of-pocket maximum." "Once the applicable threshold is met, deductible_applied is 0.00, including for a copay that would otherwise credit the deductible." This strongly suggests copay has a deductible_applied equal to copay amount when room remains. Because if threshold met, copay would otherwise credit deductible but doesn't. So yes, deductible_applied for copay = copay amount (not allowed). But the accumulator addendum says "A claim's deductible_applied is the LESSER of its allowed amount and the room left under the deductible threshold that applies to it" — for copay, the "allowed amount" might be the copay? No, allowed amount is contracted rate. Hmm.

Let's consider the exact wording: "A claim's deductible_applied is the LESSER of its allowed amount and the room left under the deductible threshold that applies to it" This is a general formula for claims subject to deductible. For copay-only services, are they subject to deductible? The plan says copays DO credit the deductible, so yes, the copay amount is applied to deductible. The formula's "allowed amount" might be a mistake, but the task likely expects using the formula literally. Need determine from gold? We need infer from plan and addendum.

Let's parse "Copays DO credit the deductible." In typical plan, if a copay credits deductible, the amount of the copay is credited to the deductible. The accumulator addendum says "Once the applicable threshold is met, deductible_applied is 0.00, including for a copay that would otherwise credit the deductible." That means when deductible is already met, the copay does not add to deductible. If deductible not met, the copay would credit. So deductible_applied for a copay is the copay amount, not allowed. But the general formula "LESSER of its allowed amount and the room" would produce allowed amount for a copay if room > allowed. That would mean a $10 copay on $38 allowed credits $38, not $10. That seems contrary to "copay credits deductible" (the copay amount). However maybe the "allowed amount" in the formula is meant to be the amount of member cost share that is deductible-applied? No, it says allowed amount.

Let's look at "member_responsibility plus plan_paid equals the allowed amount of the claim being reported" in task family rules. For a copay claim, member_responsibility = copay, plan_paid = allowed - copay. So plan_paid can be positive. Deductible_applied is separate. If deductible_applied = allowed, then member_responsibility (copay) + plan_paid = allowed, but deductible_applied (allowed) would not equal member_responsibility. That's possible: the deductible is credited by the allowed amount even though the member only pays copay? That would mean the plan's deductible is satisfied faster than member pays, unusual but possible if "copays credit deductible" means the copay amount, not allowed. The addendum says "including for a copay that would otherwise credit the deductible" — if deductible_applied were allowed, then a copay would credit the full allowed amount, not "a copay" amount. The phrase "a copay" suggests the copay amount.

Let's search memory: In some plans, copays do not count toward deductible; if they do, the copay amount counts. The task family says "Copays do not apply to the deductible unless the plan document says so." Here plan says "Copays DO credit the deductible." So copay amount credits. The accumulator addendum's "LESSER of its allowed amount and the room" might be for non-copay claims; for copay claims, the deductible_applied is the copay amount, limited by room? But the addendum says "A claim's deductible_applied is..." without exception. Hmm.

Need decide. Let's examine line 3 specialist office visit: copay 50. Allowed 339.69. If deductible_applied = allowed (339.69) then member responsibility 50, plan paid 289.69. If deductible_applied = copay 50, then member responsibility 50, plan paid 289.69, but deductible credit 50. Which is intended? The plan says "Copays DO credit the deductible." A specialist copay of $50 would credit $50. The formula "LESSER of allowed amount and room" would credit $339.69, which is not the copay. The phrase "Once the applicable threshold is met, deductible_applied is 0.00, including for a copay that would otherwise credit the deductible" — if the threshold is met, the copay would otherwise credit the deductible by the copay amount. So yes, deductible_applied for copay = copay amount. The general formula maybe applies to claims where member cost share is deductible/coinsurance; for copay, the "allowed amount" in formula is not used? But the addendum explicitly says "A claim's deductible_applied is the LESSER of its allowed amount and the room left under the deductible threshold that applies to it" — that would be a clear instruction to use allowed amount. Could be a trap to see if we follow document over intuition. Need follow document exactly. But then "including for a copay that would otherwise credit the deductible" could mean if deductible not met, a copay claim's deductible_applied is the allowed amount (which is the amount that would credit the deductible? no, "copay" is not allowed). Hmm.

Let's read the glossary: "Copay: a flat per-service member amount." "Deductible: the amount a member pays at the allowed rate before coinsurance begins. Copays do not apply to the deductible unless the plan document says so." "Copays DO credit the deductible" means the copay amount is applied to the deductible. So yes, deductible_applied for a copay claim should be the copay amount. The accumulator addendum's "LESSER of its allowed amount and the room" might be a general rule for deductible_applied, but for a copay claim, the "allowed amount" that is applied to deductible is the copay? No.

Let's see if any line has copay with allowed less than copay? Generic pharmacy allowed 38.18, copay 10. If using allowed, deductible credit 38.18, which is more than member responsibility. That seems nonsensical. The task family says "member_responsibility plus plan_paid equals the allowed amount" and "A claim's deductible_applied is the LESSER of its allowed amount and the room left..." This is a synthetic harness; they may intentionally define deductible_applied as allowed amount for all claims, even copays, to test formula. But then "Copays DO credit the deductible" would mean the full allowed amount of a copay service credits deductible? That is not a copay crediting; it's the service allowed amount. The phrase "including for a copay that would otherwise credit the deductible" would be weird.

Let's examine "Once the applicable threshold is met, deductible_applied is 0.00, including for a copay that would otherwise credit the deductible." This sentence directly addresses copays: if threshold met, a copay that would otherwise credit the deductible has deductible_applied 0.00. That implies when threshold not met, a copay's deductible_applied is the copay amount (the thing that credits). If it were allowed amount, they'd say "including for a claim with a copay" maybe. So I lean copay amount.

Need also determine for copay-only claims, is there coinsurance? No, copay replaces deductible/coinsurance. Member_responsibility = copay. Plan_paid = allowed - copay. Deductible_applied = copay amount (if room). OOPM credit = member_responsibility (copay). But wait "Copays always credit the out-of-pocket maximum." So OOPM credit = copay amount. For claims with deductible/coinsurance, OOPM credit = member_responsibility (deductible + coinsurance). For claims after OOPM reached, member_responsibility 0, plan_paid allowed, deductible_applied? If OOPM reached, does deductible still apply? Once OOPM reached, plan pays 100% allowed for covered services. Does deductible_applied become 0 because no member cost share? The accumulator addendum says "Once the applicable threshold is met, deductible_applied is 0.00, including for a copay..." For OOPM, if member has met OOPM, plan pays 100%, no member responsibility, so no deductible applied? Need think. The plan says once member reaches OOPM, plan pays 100% of allowed amount for covered services. That means no deductible, no coinsurance, no copay. So deductible_applied should be 0.00 because no cost share. But the accumulator definition says deductible_applied is lesser of allowed and room under deductible threshold; if deductible not met but OOPM met, would it still apply deductible? No, because plan pays 100%, member pays 0, so no deductible. The task family says "Once reached, the plan pays 100% of the allowed amount for covered in-network services." So no cost share. Thus deductible_applied 0. Need track OOPM before deductible? For a claim, first determine if OOPM reached: if yes, member_responsibility 0, plan_paid allowed, deductible_applied 0. If not, then determine deductible/coinsurance/copay.

Need process all lines. Let's set up.

Plan year 2026. Starting accumulators before Line 1:

A: deductible 60.69, OOPM 60.69
B: deductible 383.93, OOPM 924.55
C: deductible 1524.34, OOPM 2116.83
Family: deductible 1968.96, OOPM 3102.07

Check family deductible = 60.69+383.93+1524.34 = 1968.96 yes. Family OOPM = 60.69+924.55+2116.83 = 3102.07 yes.

Need note individual deductible balance is single balance for in-network and OON. In-network threshold 2500; OON threshold 5000. For in-network claims, deductible_applied limited by smaller of member individual remainder (2500 - balance) and family remainder (5000 - family balance). For OON claims, limited by OON individual remainder (5000 - balance), not family. But the member's balance includes all previous deductible credits (both IN and OON). So for OON, room = 5000 - member balance. For IN, room = min(2500 - member balance, 5000 - family balance). If member balance already >=2500, IN room 0. If family balance >=5000, family room 0, so IN deductible_applied 0 for all members until? Actually embedded: individual satisfies on own; family satisfied once total family credits reach 5000. For an individual with remaining individual room but family exhausted, IN deductible_applied = min(individual room, family room) = 0, so no deductible applied; then coinsurance? Wait if family deductible is met, then no member pays deductible; coinsurance begins? In embedded deductible, once family deductible satisfied, all members are done with deductible? Usually yes, family deductible satisfied means no more deductible for any member; coinsurance applies. The accumulator addendum says "in-network ... the smaller of the member's individual remainder and the family remainder (embedded)" so if family remainder 0, deductible_applied 0. Then member cost share is coinsur
[empty response]
Grader detail
json{
  "reason": "response did not contain parseable JSON"
}
0LDG-001Twelve claims, three members, one adjustment30,000 out · 242.2s

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Reasoning · 28,041 tokens
We need answer in JSON only. Need compute. Need be meticulous. Need process ledger in order, adjust claim 7 at line11, final components for claims 7,12,13, ending accumulators. Need understand plan. Need include claim 7 as adjusted final. Need maybe claims 1-6 etc processed. Need report final accumulators after line13. Need compute deductibles and OOPM. Need handle preventive colonoscopy in-network no cost share? Screening colonoscopy no polyp removed in-network preventive required no cost share. So Claim1 and Claim6 are preventive in-network, paid 100%, no accum. Need process.

Let's restate plan:

Plan year 2026. Deductible:
- Individual in-network 1500, family in-network 3000, structure EMBEDDED: individual satisfies individual deductible on own; family deductible also satisfied once total family credits reach family amount, whichever first.
- Out-of-network individual 3000. In-network and OON deductible credits accumulate to SINGLE member deductible balance. Threshold measured against when service OON is 3000. For in-network threshold is lesser individual remainder and family remainder (embedded), OON individual remainder against same balance. Need parse.

OOPM:
- Individual in-network 6000, family in-network 12000, individual OON 12000. Once member reaches OOPM plan pays 100% allowed covered services rest year.
- Copays do NOT credit deductible. Copays always credit OOPM.
- Coinsurance after deductible, in-network 20/80; OON 40/60.
- Copays: primary care 30, specialist 60, urgent care 75, ER 400 waived if admission, generic pharmacy 15. "Copays do NOT credit deductible. Copays always credit OOPM."

Need compute every line. Need be careful with accumulators: member's own accumulator and family accumulator both move on every claim that generates cost share. Under embedded, member deductible satisfied by lesser of individual remainder and family remainder. Need family deductible threshold 3000. "family deductible is also satisfied once total family credits reach family amount, whichever comes first." With embedded, a member's claim applies to family and individual? Need determine deductible_applied amount: LESSER of allowed amount and room left under deductible threshold that applies: in-network = smaller of member's individual remainder and family remainder (embedded); OON = OON individual remainder measured against member's same single deductible balance. It says "A claim's deductible_applied is the LESSER of its allowed amount and the room left under the deductible threshold that applies to it:
 in-network ... smaller of the member's individual remainder and the family remainder (embedded), or the family remainder alone (aggregate);
 out-of-network ... the out-of-network individual remainder, measured against the member's same single deductible balance."
Then "A balance is running total of deductible_applied (for deductible) or member_responsibility (for OOP balance). Because OON thresholds higher, OON claims can carry member's balance past in-network individual amount, and family balances past family amounts; balances are not capped at in-network amounts."

Need understand OOPM: Individual in-network 6000, Family in-network 12000, Individual OON 12000. There is no family OON? OOPM balance = running total member_responsibility. Once member reaches OOPM plan pays 100% allowed for covered services remainder year. Family OOPM? 12000. Need apply family OOPM? "Family (in-network) 12000. Once a member reaches the out-of-pocket maximum the plan pays 100%..." If family OOPM reached, plan pays 100% for all? Need likely apply family OOPM too: once family total OOPM reaches 12000, plan pays 100% allowed amount for covered in-network services. Need process claims. Need perhaps family OOPM reached before individual? Need compute.

Also "Copays always credit OOPM." Need include copay in member responsibility and OOPM. For copay claims, member_responsibility = copay (or maybe full? urgent care copay 75, allowed 227.43; no deductible because copay does not credit deductible; member pays 75; plan pays allowed - 75 = 152.43). The prompt family rules say member_responsibility plus plan_paid equals allowed amount of claim being reported. So urgent care allowed 227.43, member 75, plan 152.43. Need no coinsurance.

Need process all lines to determine accumulators after line 13. Need final components for claim7 adjusted, claim12, claim13. Need perhaps claim7's final adjusted components, claim12, claim13 only. Need report ending accumulators for A/B/C/family. Need process all previous claims.

Let's carefully compute.

Define accumulators:

Members A, B, C. Each has:
- deductible balance (single member balance from in/OON credits) = running total deductible_applied for all claims? "A balance is running total of deductible_applied (for a deductible)". So yes cumulative.
- OOPM balance = running total member_responsibility (including copays, coinsurance? and maybe all member cost share). Since once reaches OOPM, plan pays 100%; no further member_responsibility for covered services. Need determine if copays count toward OOPM but after OOPM no cost share.
Family deductible = running total of deductible_applied? It says family total deductible in initial. Under embedded family credits move on every claim that generates cost share. So family deductible balance = sum of deductible_applied across claims (maybe after adjustment/void unwinding). OOPM family = sum of member_responsibility? likely yes. "member's own accumulator and family accumulator both move on every claim that generates cost share." Yes.

Need process:

Initial all 0.

Line 1 Claim 1: C child, Screening colonoscopy in-network. Preventive service in-network no cost share, paid 100%, moves no accumulator. So no changes. Need maybe allowed 920.67, member 0 plan 920.67, deductible_applied 0, copay 0 coins 0. But not asked. Accum unchanged.

Line 2 Claim 2: B spouse, Inpatient admission with surgery, in-network. Not preventive. Allowed 15770.22. Need apply deductible. At this time B individual remainder 1500, family remainder 3000 (no credits). Embedded: deductible_applied = lesser of allowed and min(B individual remainder 1500, family remainder 3000) = 1500. Then after deductible met for B (individual) and family? Family gets 1500 credit, remains 1500. Coinsurance: allowed remaining 15770.22 - 1500 = 14270.22. Member coinsurance 20% = 2854.044 -> 2854.04? Need round half up at end. But OOPM member_responsibility = 2854.04? We need exact maybe if no rounding until end? Let's compute carefully. Member responsibility includes deductible 1500 + coinsurance 20% of remaining. 20% of 14270.22 = 2854.044. Rounded to cents = 2854.04 (half? 0.004 below half, round down) yes. Total member responsibility = 1500 + 2854.04 = 4354.04. But wait if family OOPM? no. Plan paid = allowed - member_responsibility = 15770.22 - 4354.04 = 11416.18? Let's see allowed 15770.22 - 1500 = 14270.22; plan 80% = 11416.176 -> 11416.18. Member+plan 4354.04+11416.18=15770.22 exactly? 4354.04+11416.18=15770.22 yes. Good.

Accum:
B deductible = 1500.
Family deductible = 1500.
B OOPM = 4354.04? Need OOPM includes deductible + coinsurance? Yes member cost share total. Family OOPM = 4354.04. A/C 0.
Need note B individual in-network OOPM threshold 6000; B at 4354.04.

Line 3 Claim 3: C child, urgent care visit, in-network. Allowed 227.43. Urgent care copay 75. Does copay credit deductible? No. But need apply deductible? Copay is flat per-service member amount. Does the service still subject to deductible? In plan: "Member cost share: Coinsurance after deductible, in-network 20%... Urgent care 75.00 copay. Copays do NOT credit the deductible. Copays always credit the OOPM." Need determine if urgent care has copay only, no deductible/coinsurance. Usually copay for urgent care, no deductible. Deductible_applied = 0 because copay doesn't credit deductible; also maybe because allowed? No. So member_responsibility = 75.00, plan_paid = 227.43 - 75 = 152.43. Does copay count OOPM? yes 75. Deductible not moved. Need family OOPM increases by 75. But note "A claim's deductible_applied is the LESSER of its allowed amount and room left ... Once applicable threshold met, deductible_applied 0, including for a copay that would otherwise credit deductible." That sentence weird: "including for a copay that would otherwise credit the deductible" maybe means even if copay would credit deductible? But plan says copays do not credit deductible, so no. Anyway urgent care copay only, no deductible. Accum:
C deductible 0, family deductible 1500.
C OOPM 75, family OOPM 4429.04 (4354.04+75).
B OOPM 4354.04.

Line 4 Claim 4: A subscriber, Specialty pharmacy administration, out-of-network. Allowed 8351.84. Need apply OON deductible individual 3000. "Out-of-network claims measured against OON individual thresholds only; family amounts, in-network, do not limit OON claim. Credits accumulate to member's balance and family balance." Member A deductible balance currently 0. OON individual remainder 3000. Deductible_applied = lesser of allowed 8351.84 and 3000 = 3000. A deductible balance becomes 3000 (not capped at in-network 1500). Family deductible credit 3000; family balance becomes 4500. Since family in-network threshold 3000 already satisfied? "family deductible satisfied once total family credits reach family amount, whichever comes first." Family balance now 4500. For future in-network claims, family remainder 0. But A individual in-network? A deductible balance 3000, in-network threshold 1500 so A individual in-network met. Need apply coinsurance after OON deductible: OON coinsurance 40% member after deductible. Allowed remaining after OON deductible 8351.84 - 3000 = 5351.84. Member coinsurance = 40% = 2140.736 -> 2140.74? Need round half up. 2140.736 rounds to 2140.74 (third decimal 6 rounds up). Total member responsibility = deductible 3000 + coins 2140.74 = 5140.74. Plan paid = 8351.84 - 5140.74 = 3211.10. Need check plan 60% of remaining = 3211.104 -> 3211.10. Good.
Accum:
A deductible = 3000. A OOPM = 5140.74.
Family deductible = 4500. Family OOPM = 4429.04 + 5140.74 = 9569.78.
B OOPM 4354.04, C OOPM 75.
Need consider A OOPM threshold: individual OON 12000, so not met. In-network OOPM individual 6000; A at 5140.74 but OOPM threshold? The OOPM individual in-network 6000. Does OON OOPM count toward in-network OOPM? It says OOPM balance running total member_responsibility; individual in-network OOPM 6000, individual OON 12000. The balance is same? likely yes, with threshold depending service. Once member reaches OOPM? "Once a member reaches the out-of-pocket maximum the plan pays 100%..." It lists individual in-network 6000, family in-network 12000, individual OON 12000. Need determine if OON member_responsibility counts toward in-network OOPM? Usually combined OOPM maybe higher for OON but counts toward same OOPM; once in-network OOPM met, in-network 100%, but OON still maybe until OON OOPM? The task says "Because out-of-network thresholds are higher, out-of-network claims can carry a member's balance past the in-network individual amount, and the family balances past the family amounts; the balances are not capped at the in-network amounts." This implies there is one OOPM balance, but in-network services stop cost share at 6000 individual (or family 12000); OON services stop at 12000. If balance already 5140.74, next in-network member responsibility until balance reaches 6000 then 100%. For OON, until 12000. Need apply accordingly. Need see later. Good.

Line 5 Claim 5: A subscriber, Inpatient admission with surgery, in-network. Allowed 14673.74. At this point:
- A deductible balance = 3000; individual in-network remainder = 0 (because threshold 1500 met). Family deductible balance = 4500; family remainder = 0 (threshold 3000 met).
- A OOPM balance = 5140.74. Individual in-network OOPM threshold 6000, remaining 859.26. Family OOPM balance = 9569.78, family in-network OOPM threshold 12000, remaining 2430.22. Need apply OOPM? Before coinsurance, if OOPM reached? Not yet. A not reached individual OOPM, family not reached. So A has 20% coinsurance until OOPM balance reaches 6000? Need need know if OOPM balance reaches threshold within this claim. Because after OOPM, plan pays 100%. The member responsibility should be limited to remaining OOPM. Need calculate.

For in-network claim after deductible met, normal member responsibility = 20% of allowed amount = 20% of 14673.74 = 2934.748 -> 2934.75? 0.748 rounds to 2934.75. But A has remaining individual OOPM 859.26. Since family OOPM remaining 2430.22, individual is binding. Once member reaches individual OOPM, plan pays 100% of allowed for covered in-network services for remainder year. Therefore member responsibility for claim 5 should be only enough to reach individual OOPM? Need think: Does OOPM cap total member cost share per year, so a single claim's member liability is capped at remaining OOPM. Yes. So A member responsibility for claim 5 = min(coinsurance would-be 2934.75, remaining individual OOPM 859.26) = 859.26. But also need deductible_applied? Deductible already satisfied, so 0. Need coinsurance amount? The coinsurance amount maybe the portion after deductible, before OOPM cap? The claim's components: member_responsibility = 859.26, coinsurance_amount maybe 859.26? Or should coinsurance_amount reflect normal 20% coinsurance (2934.75) but member responsibility capped? But task asks claim components: member_responsibility, plan_paid, deductible_applied, copay_amount, coinsurance_amount. It defines "member_responsibility plus plan_paid equals allowed amount of the claim being reported". So plan_paid = allowed - member_responsibility. If member_responsibility capped, plan_paid higher. Coinsurance_amount should be the amount of coinsurance included in member responsibility? Likely yes, since member responsibility consists of deductible + copay + coinsurance. The gold likely calculates coinsurance_amount as member_responsibility after any OOPM cap? Need examine. The claim's "coinsurance_amount" likely should be the coinsurance component that is on the books. If OOPM cap applies, coinsurance_amount is 859.26? But then "coinsurance amount" as a member cost share component is actually limited by OOPM? Usually claim adjudication would calculate coinsurance 2934.75, then reduce member liability to remaining OOPM; the plan payment includes the difference as contractual/COB? But member_responsibility plus plan_paid equals allowed. There is no "write-off" key. They define "coinsurance_amount" maybe the coinsurance applied to the claim, not necessarily member paid? Hmm.

Need infer from family task: "member_responsibility plus plan_paid equals the allowed amount of the claim being reported" and keys include coinsurance_amount. They likely expect coinsurance_amount = member's coinsurance after deductible, not necessarily limited by OOPM? But "member_responsibility" is total. If OOPM cap, how to report plan_paid and coinsurance? Need maybe plan_paid = allowed - member_responsibility, and coinsurance_amount = member_responsibility - deductible - copay. Thus coinsurance amount could be less than calculated 20%. But that seems weird because coinsurance rate is 20%, but because OOPM reached, plan pays remainder above OOPM. The coinsurance "amount" might be what member owes, not the gross 20% before OOPM. Need look at prior tasks? Not available. Need reason.

The prompt says "Once a member reaches the out-of-pocket maximum the plan pays 100% of the allowed amount for covered services for the remainder of the plan year." This means for a claim that crosses OOPM, member_responsibility is only the remaining OOPM; plan_paid = allowed - remaining. The "coinsurance_amount" component would be the amount of coinsurance actually charged to the member after the OOPM cap? Or the calculated coinsurance? Since if member_responsibility = 859.26, deductible=0, copay=0, coinsurance_amount must equal 859.26 to satisfy components (assuming member_responsibility = deductible + copay + coinsurance). But is that logically "coinsurance"? It is less than 20% of allowed. Could be "adjusted coinsurance" due to OOPM. Need maybe include a "member_responsibility" of 859.26 and "coinsurance_amount" 2934.75? Then member_responsibility plus plan_paid equals allowed but coinsurance_amount not part of member_responsibility? The keys don't include write-off. The scoring might require coherence. Need inspect wording: "member_responsibility plus plan_paid equals the allowed amount of the claim being reported" and "Where a task asks for a claim's components and that claim was later adjusted, report the components from the adjustment..." It doesn't explicitly state member_responsibility equals sum of deductible/copay/coinsurance. But likely yes: member_responsibility = deductible_applied + copay_amount + coinsurance_amount. Because those are cost-share components. Need keep this identity. Also "coinsurance after deductible" is member percentage share. But if OOPM cap applies, plan pays 100% above cap, not contractual coinsurance. However in adjudication systems, claim's "coinsurance" line often is the amount after applying OOPM? Actually claim-level patient responsibility after OOPM could be reduced by "OOPM discount", but the coinsurance amount may be reported as the full calculated amount with a "COB" or "adjustment" not in keys. Since keys don't have adjustment amount, likely they expect coinsurance_amount = member_responsibility - deductible - copay. Need see if family OOPM could also cap. Need handle later.

Let's compute line5 with cap.

A remaining individual in-network OOPM = 6000 - 5140.74 = 859.26. But also family OOPM remaining = 12000 - 9569.78 = 2430.22. The plan says once a member reaches OOPM plan pays 100%; for family OOPM? Family (in-network) 12000. Does family OOPM cap apply to claims for any member once family total reaches 12000? likely yes. But A claim would increase family OOPM by same 859.26, family balance 10429.04, still below 12000, so not binding. So member_responsibility = 859.26. Then A reaches individual in-network OOPM exactly 6000. Family OOPM = 9569.78 + 859.26 = 10429.04. Plan_paid = 14673.74 - 859.26 = 13814.48. Coinsurance_amount? If identity, coinsurance_amount = 859.26. Deductible_applied=0, copay=0. Need plan paid 13814.48. Note if no cap, member 2934.75, plan 11738.99. But cap means plan pays extra 2075.49. Allowed minus member = 13814.48. Good.

Need also update A OOPM to 6000. A deductible remains 3000. Family deductible 4500.

Line 6 Claim 6: B spouse, Screening colonoscopy, no polyp removed, in-network. Preventive in-network no cost share, no accumulator. So no changes. Claim6 not asked but accum unchanged.

Line 7 Claim 7: A subscriber, Diagnostic laboratory panel, in-network. Allowed 1676.10. This will later be adjusted upward to 1927.51 at line 11. Need process original then adjustment. Need maintain accumulators through lines 8-10, then adjust line11, then line12,13. Need compute final after adjustment. Need carefully re-adjudicate claim7 at corrected values against accumulators as they stand at adjustment (line 11). Need remove original claim7 credits from every accumulator they touched and re-adjudicate at corrected values against accumulators as they stand at point adjustment processed (after lines1-10). Claims between original and adjustment are not reprocessed. Need process original claim7 at line7, affecting accumulators for lines8-10, then remove at line11 and replace with corrected adjusted claim7, affecting accumulators for line12-13. Need compute final accumulators.

Let's continue processing original claim7 and lines8-10.

State before line7:
A deductible balance 3000, A OOPM 6000.
B deductible 1500, B OOPM 4354.04.
C deductible 0, C OOPM 75.
Family deductible 4500, family OOPM 10429.04.
Line6 preventive no change.

Line7 original Claim7: A, diagnostic lab, in-network, allowed 1676.10. 
[empty response]
Grader detail
json{
  "reason": "response did not contain parseable JSON"
}
0LDG-007Twenty claims with an adjustment to network status30,000 out · 315.7s

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Reasoning · 30,000 tokens
We need answer final JSON only. Need compute adjudication ledger with adjustments/voids per plan. Need be very careful. Need parse family accumulators, lines sequential. Need report claims 15,17,23 final components and ending accumulators all members/family.

Need understand plan rules.

Plan: embedded family deductible individual in-network 2500, family in-network 5000. OON individual deductible 5000. Single member deductible balance accumulates both IN and OON credits. For in-network claim, deductible_applied = lesser of allowed and room left under deductible threshold that applies: in-network - smaller of member individual remainder and family remainder (embedded). Actually embedded: individual satisfies on own; family also satisfied once total family credits reach family amount. For an in-network claim: threshold = smaller of member's individual remainder and family remainder. deductible_applied = min(allowed, threshold). Then after deductible met, coinsurance. Copays credit deductible and OOPM. Need apply copays for specialist office, generic pharmacy, ER? For inpatient service? If inpatient admission, no ER copay waived? Line 18 ED visit with admission: ER copay waived, subject to deductible and coinsurance. Others no copay except office visit, pharmacy. Need handle.

OOPM: Individual IN 5500, family IN 11000, individual OON 11000. Once member reaches OOPM plan pays 100% for covered services remainder. Copays credit OOPM. OON claims measured against OON individual thresholds only; family amounts do not limit OON claim. Credits accumulate to member balance and family balance. Need track ending OOPM? "ending_oopm_a" likely accumulators balance (member_responsibility YTD) not remaining. They state accumulators as of moment before: deductible 0 oopm 0. So ending accumulators = running totals. Need report.

Need compute all lines sequentially; adjustments remove credits claim generated and re-adjudicate at corrected allowed against accumulators at adjustment. Need track member and family. Need maybe adjust after lines processed; claims in between not reprocessed. Need carefully process all to get ending accumulators.

We only need final components for claims 15, 17, 23 and ending accumulators, so maybe need process all claim details to get accumulators. Need compute each claim amount, deductible applied, copay, coins, member_resp, plan_paid. Need handle coinsurance after deductible? Need formula.

Basic in-network after deductible satisfied: member 30% of allowed, plan 70%, but after OOPM member 0 plan 100%. However need "deductible_applied" like amount applied to deductible from allowed. For each claim, member responsibility includes deductible_applied + coinsurance_amount + copay_amount. Copays credit deductible too? Yes copays DO credit deductible and OOPM. But for service with copay, no coinsurance? Plan says primary care office visit 25 copay; specialist office 50 copay; urgent care 60; ER 300 waived if inpatient; generic retail pharmacy 10. How do copays interact with deductible/coinsurance? Usually copay flat per service, but "Copays DO credit the deductible" means copay amount also counts to deductible though allowed goes to plan? Need compute member responsibility = copay, plan pays allowed - copay, and deductible_applied maybe copay? The accumulator addendum: "A claim's deductible_applied is the LESSER of its allowed amount and the room left under the deductible threshold that applies to it... Once the applicable threshold is met, deductible_applied is 0.00, including for a copay that would otherwise credit the deductible." This suggests for copay claims, deductible_applied equals copay amount if under threshold? The plan says member cost share includes copays, and copays DO credit the deductible. Need use deductible_applied = amount of copay credited to deductible, less than allowed. And member_responsibility = copay? Need plan_paid = allowed - member_responsibility. Coinsurance amount = 0 for copay-only. But what if allowed amount less than copay? Not here. Generic pharmacy allowed 27.12, copay 10, plan paid 17.12, deductible_applied 10. Specialist office allowed 372.91 (original) etc. Need account.

However for office visit line 5 adjusted; original claim 5 maybe copay specialist 50, not coinsurance? Need adjudicate. If specialist copay, member responsibility 50, plan paid allowed-50 = 322.91, deductible_applied = 50? But accumulator addendum says deductible_applied lesser of allowed and room; if allowed 372.91 and room under threshold maybe >50, then deductible_applied? Need determine whether it is the lesser of allowed amount and room, but copays that credit deductible perhaps the credit equals copay amount? The wording: "A claim's deductible_applied is the LESSER of its allowed amount and the room left under the deductible threshold that applies to it ... Once the applicable threshold is met, deductible_applied is 0.00, including for a copay that would otherwise credit the deductible." This says deductible_applied is not necessarily actual member responsibility; it's the amount of that claim's allowed amount applied to deductible. For a copay claim, if the copay credits deductible, exactly the copay amount counts, not full allowed. But the phrase "LESSER of allowed amount and room left" can be interpreted generally, "deductible_applied" is amount applied to deductible; for copays the amount applied to deductible is the copay. Need inspect task family: "member_responsibility plus plan_paid equals allowed amount of the claim being reported" and "Copays DO credit the deductible." "A claim's deductible_applied is the LESSER of its allowed amount and the room left under the deductible threshold that applies to it" could imply for copay claims, if allowed > copay, but no deductible because service has copay and no coinsurance? Need think from payer operations.

There are two cost-sharing designs: copay services not subject to deductible; but addendum says Copays DO credit the deductible. Usually copay does not apply to deductible; here explicitly does. We need model as: copay amount is applied to deductible, but plan pays rest; the claim's deductible_applied equals the copay credited (because that's the amount applied to deductible). "Once threshold met, deductible_applied is 0.00, including for a copay that would otherwise credit deductible." So when threshold fully met, copay no longer credits deductible but still copay due? Might be unusual but plan says "Copays DO credit the deductible." If no deductible room, copay doesn't credit but remains member responsibility. Thus for copay claim with sufficient deductible room, deductible_applied = copay amount (or maybe allowed if allowed smaller, but allowed > copay in all). If insufficient room, deductible_applied = remaining room (copay partially credits?) Then member responsibility still copay. Need likely.

Need compute all lines, with adjustments. This is complex.

Let's set up.

Plan year 2026. Initial all accumulators zero.

Need process lines listed. I'll create table for each member (A,B,C,D) with individual deductible balance ? Wait "deductible" accumulator from input is YTD applied amounts, not remaining. Plan uses deductible balance for threshold. Need track same single member deductible balance (credits from in-network and OON). For in-network threshold: after balance maybe individual deductible satisfied if balance >=2500. But for an in-network claim, "deductible_applied is lesser of allowed and room left under deductible threshold; in-network threshold smaller of member's individual remainder and family remainder." Since embedded, if member's balance has applied <2500, member remainder = 2500 - balance. Family remainder = 5000 - family balance. Threshold = min(member_rem, family_rem). If threshold >0, claim can apply up to threshold; then balance and family balance increase. If member's individual deductible satisfied (balance >=2500), threshold = 0? Actually if balance >= 2500, individual remainder 0, min=0, so no deductible_applied, regardless family remainder. But plan says embedded: individual satisfies individual deductible on own; family satisfied once total family credits reach 5000, whichever comes first. For in-network claims, after individual reached, no more deductible for that member. Family also maybe not reached but individual reached, no member deductible. The addendum formula: "in-network ... smaller of member's individual remainder and family remainder" so yes if individual rem 0 -> no deductible_applied. But what if family reached and individual not? min(individual rem, 0)=0, so no deductible_applied. But once family deductible satisfied, all members no deductible. Good.

But "single member deductible balance" for OON threshold 5000; if balance includes IN credits, after IN claim balance may be >2500 but <5000, OON threshold remainder = 5000 - balance. For OON claims, individual remainder = 5000 - balance, family amounts do not limit. Same member balance credit. For OON claim, deductible_applied min(allowed, OON individual rem). OON coinsurance 50% after deductible. Copays? OON service not copay services. Good.

Need track family deductible balance = total deductible_applied of all claims? Since "family total deductible" initial 0, each claim's deductible_applied credits family. It should equal sum across members. Similarly family OOPM = sum member responsibility? Likely sum of all members' member_responsibility accumulators.

Need handle adjustments/voids. "ADJUSTMENT unwinds named claim's credits from every accumulator they touched and re-adjudicates that claim at corrected values against accumulators as they stand at adjustment." Need subtract original claim's member responsibility, deductible_applied from member and family. But need know original claim's numbers. Then re-adjudicate corrected allowed at current accumulators (after unwinding and before reposting adjusted claim? "as they stand at the adjustment" likely after removal? Need define. "the credits that claim generated ... are removed from every accumulator ... and the claim is adjudicated again at its corrected values against the accumulators AS THEY STAND at the point the adjustment is processed." Since unwound first, accumulators as stand after removal but before adjusted posting. Claims between unaffected. Need compute.

Void similar removes credits posts nothing. Need if later claim already processed? unaffected.

Important: When adjustment to Claim 5 occurs at Line 10, need remove original Claim 5 from B and family accumulators, then re-adjudicate corrected allowed 223.75 against accumulators at that time (after lines 1-9 except claim5 reversed). Need compute.

Need also line 19 adjustment to Claim 4, line 21 void Claim17. For claim 17 final components = 0.00 all (voided). Need report 0 for claim 17. Need ensure components asked "for claim that was adjusted, components as re-adjudicated by adjustment; voided every component 0.00." Claim 17 voided, so all 0.00. But its removal affects accumulators. Need process. Claim 23 need final as at line 23 after adjustments.

Need compute full ledger. This is lengthy. Need accurate.

Let's set up definitions and process.

List of claims and events:

Line 1 Claim1 A IN outpatient procedure allowed 6138.52.
Line 2 Claim2 D OON ambulatory surgery allowed 2734.12.
Line 3 Claim3 A IN inpatient admission allowed 11894.44.
Line 4 Claim4 B IN ambulatory surgery allowed 8808.44 (original; later adjusted 6342.08).
Line 5 Claim5 B IN specialist office visit allowed 372.91 (original; later adjusted 223.75).
Line 6 Claim6 B OON outpatient infusion allowed 722.55.
Line 7 Claim7 B IN ambulatory surgery allowed 7877.07.
Line 8 Claim8 C IN inpatient with surgery allowed 14673.31.
Line 9 Claim9 D IN inpatient with surgery allowed 12574.38.
Line 10 Adjustment Claim5 corrected allowed 223.75.
Line 11 Claim11 C IN inpatient allowed 16484.33.
Line 12 Claim12 B OON specialty pharmacy admin allowed 6655.34.
Line 13 Claim13 A IN inpatient surgery allowed 14802.53.
Line 14 Claim14 D IN ambulatory surgery allowed 3531.74.
Line 15 Claim15 D OON cardiac stress test allowed 988.74. Need final.
Line 16 Claim16 C IN generic pharmacy allowed 27.12, copay 10.
Line 17 Claim17 A IN cardiac stress test allowed 2051.44.
Line 18 Claim18 D IN ED visit allowed 2826.50, admitted => ER copay waived, subject to deductible/coinsurance (so no copay).
Line 19 Adjustment Claim4 corrected allowed 6342.08.
Line 20 Claim20 A IN inpatient allowed 17403.94.
Line 21 Void Claim17.
Line 22 Claim22 B IN inpatient allowed 20373.97.
Line 23 Claim23 A IN outpatient procedure allowed 4530.32. Need final.

Need know OOPM thresholds. Individual OOPM in-network 5500; family OOPM in-network 11000. Does OON member responsibility count toward OOPM? Plan doc says OOPM Individual (in-network) 5500, Family (in-network) 11000, Individual (out-of-network) 11000. "Once a member reaches the out-of-pocket maximum the plan pays 100% of the allowed amount for covered services for remainder." There are separate OON OOPM? It lists individual OON 11000; no family OON. Need track member OOPM balance against which threshold? The accumulator input has one "out-of-pocket" balance per member, not separate IN/OON. Need interpret: OOPM individual in-network 5500, individual OON 11000. Out-of-network claims measured against OON individual threshold only; credits accumulate to member balance and family balance. The OOPM balance is same single balance? It says in accumulator: "Because out-of-network thresholds are higher, out-of-network claims can carry a member's balance past the in-network individual amount, and the family balances past the family amounts; the balances are not capped at the in-network amounts." This refers same balance. So a member's OOPM balance accumulates all member_responsibility (IN and OON). For determining when plan pays 100% on a claim: If claim in-network, threshold = individual in-network OOPM 5500? If claim out-of-network, threshold = individual OON OOPM 11000? Need. Also family OOPM? For family, "Once a member reaches OOPM..." maybe individual; family OOPM once family balance reaches 11000 plan pays 100% for all? Plan doc only says once a member reaches OOPM plan pays 100% covered services. Embedded family OOPM? It lists Individual (in-network) 5500, Family 11000. There is likely family OOPM aggregate? Need infer. Family accumulator should track to family 11000. Embedded? Need from glossary: OOPM ceiling on member cost share; embedded deductible. Family OOPM often aggregate, but plan may not specify embedded vs aggregate for OOPM. We need apply supplied structure. The plan document: "Out-of-pocket maximum Individual (in-network) 5500.00 Family (in-network) 11000.00 Individual (out-of-network) 11000.00 Once a member reaches the out-of-pocket maximum the plan pays 100% of the allowed amount for covered services for the remainder of the plan year." It doesn't say family OOPM is aggregate or embedded. Need maybe individual OOPM embedded automatically? Could be: For family, individual member's OOPM is 5500; family OOPM 11000 once family total reaches 11000, all members? Need for this task likely track member and family OOPM separate. Could member reach individual 5500 before family 11000; then member pays 0. Family balance continues to accumulate 0 for that member, so may not reach family? If all members individually reach, family balance = sum maybe >11000, then family OOPM considered met? Need determine.

The accumulator addendum, only talks deductible not OOPM. "Balances ... because OON thresholds higher, OON claims can carry member's balance past the in-network individual amount, and family balances past family amounts; balances are not capped." That applies OOPM too perhaps. It says a balance is running total of member_responsibility. OOPM threshold for in-network is 5500; OON claims can carry past 5500 but if later in-network claim, threshold? Need know whether once member OOPM balance >=5500, plan pays 100% on in-network even if balance didn't "reach" OON threshold? Yes individual in-network OOPM reached when member_responsibility balance reaches 5500. OON OOPM threshold 11000 for OON services. So in-network claim when balance >=5500 -> no member cost? But if balance already >5500 due OON, in-network threshold satisfied. For OON claim, threshold 11000. Family OOPM: if family total reaches 11000, plan pays 100% for covered in-network services? There is family in-network OOPM. For OON, maybe family not matter. Need implement as family balance threshold for in-network claims; if family balance >=11000, no member cost on in-network. But because family "in-network amounts" only, OON claims can carry family balance past 11000 but not used to limit OON. For in-network once family threshold met, plan pays 100%. Need "family balances past family amounts" says family balance may exceed 11000 due OON, but still no cap. Need determine if family OOPM threshold applies without embedded? Plan doesn't specify structure; but if family OOPM is 11000, perhaps once family reaches 11000, no member pays for any member? Usually family OOPM aggregate. It says individual 5500 and family 11000; without embedded language for OOPM, an individual can hit 5500 before family 11000. Need implement both: for in-network claims, if member's own OOPM balance >= 5500 OR family balance >= 11000, member cost 0? Or only member's own. Need see plan "Once a member reaches the out-of-pocket maximum..." singular member. Family maximum listed maybe maximum for family aggregate; no specific clause. The harness likely expects embedded individual OOPM? Let's inspect wording carefully.

Out-of-pocket maximum
  Individual (in-network) ................ 5500.00
  Family (in-network) .................... 11000.00
  Individual (out-of-network) ............ 11000.00
  Once a member reaches the out-of-pocket maximum the plan pays 100% of the
  allowed amount for covered services for the remainder of the plan year.

There is no "Embedded" line for OOPM. In plan world, individual and family OOPMs: family max is aggregate; each individual has embedded? Need with family coverage, individual OOPM may be embedded if specified. Without, family maximum aggregate for all family members after total reaches; but "Once a member reaches..." maybe individual in-network 5500. I think use member's own threshold 5500 for IN; family 11000 separately. Need not if no member reaches family maybe? Let's see likely some members reach 5500 individual maybe D? Need compute.

Need ad-hoc: Member responsibility accumulators maybe can exceed OOPM threshold? Normally once threshold met for that member, further claims have no member responsibility, so balance stays at threshold. But for OON, if balance crosses 11000? Actually if threshold met at claim moment, member pays 0, so balance cannot exceed threshold except if prior to reaching threshold? The addendum says OON claims can carry balance past in-network individual amount and family past family amounts, not necessarily cap. E.g., OOPM balance reaches 11000 due OON; then no further. "not capped at in-network amounts" means for OON threshold 11000; balance may be between 5500 and 11000 before OON threshold reached; for in-network threshold already reached, so subsequent IN claims 0. But OON claim after balance 7000 would still have member cost until 11000. Good.

Need track for each claim whether threshold met at start, to compute member cost.

Also need perhaps family OOPM threshold only for "family total" after family balance >=11000, plan pays 100% for all in-network? If yes, no individual member cost. But do any later in-network claims occur after family OOPM reaches 11000? Need compute. Probably yes maybe after line 22/23? Need see. Family OOPM might be large; with many high claims, family OOPM likely reaches 11000 at some line perhaps line 22? Need compute. Need know effect on line 23.

Let's compute
[empty response]
Grader detail
json{
  "reason": "response did not contain parseable JSON"
}
0LDG-009Aggregate HDHP, five members, twenty-two claims30,000 out · 194.4s

See what every other model answered →

Reasoning · 27,454 tokens
We need answer JSON only. Need compute. Need be careful. Need understand plan: aggregate deductible family in-network 6400, individual in-network 3200 but structure aggregate: "AGGREGATE — the plan pays no coinsurance for any member until total family credits reach the family deductible amount. There is no individual deductible under this structure." But glossary says aggregate family amount must be satisfied in full before plan pays for any member. Yet accumulator addendum: in-network deductible_applied is lesser of member individual remainder and family remainder (embedded) OR family remainder alone (aggregate). So aggregate: in-network claims apply toward family deductible until family remainder, no member-level individual cap. Out-of-network: "deductible_applied is ... out-of-network ..... the out-of-network individual remainder, measured against the member's same single deductible balance." Also out-of-network thresholds: OON individual 6400, OON OOPM 14000. Family amounts are in-network amounts, do not limit OON claim. Credits accumulate to member's balance and family balance. So for OON claims, deductible_applied is based on member's OON individual deductible remainder (threshold 6400), but member's balance includes all prior deductible_applied (IN and OON?) Plan doc says in-network and out-of-network deductible credits accumulate to a SINGLE member deductible balance. The amount above is threshold that balance measured against when service OON. So yes same balance (all credits) with IN threshold 3200 but since aggregate? "There is no individual deductible under this structure" for in-network. But for OON, out-of-network (individual) 6400, and balance measured against that threshold. Need compute.

No copays. For each claim allowed amount, apply deductible_applied, then coinsurance member % of remaining allowed (IN 10%, OON 40%)? "Coinsurance after deductible" member percentage share of allowed amount after deductible is satisfied. If allowed <= remainder, deductible_applied equals full allowed, member coinsurance 0, plan paid 0? But member responsibility equals deductible_applied + coinsurance? Need know components.

We need report final components on books for Claim 19, 20, 25: member_responsibility, plan_paid, deductible_applied, copay_amount, coinsurance_amount. For claim adjusted/voided report as adjusted/voided. Claim20 adjusted Line23 lower allowed to 745.87; need re-adjudicate Claim20 at adjusted allowed against accumulators as they stand at adjustment. But they ask report final components for Claim20 as re-adjudicated by adjustment. Claim19, Claim25 not adjusted? Need final components from original adjudication? Claim25 line25 processed after adjustment; yes no adjustment to it. Need compute all claims in order to ending accumulators. Need include voids and adjustments unwinding. Need calculate running accumulators carefully.

We need process ledger lines in order. Need maintain per member deductible balance (single balance?) and OOPM balance (member_responsibility total? Need accumulators defined: deductible balance is running total of deductible_applied. OOP balance is running total of member_responsibility. For family total sum members. There are individual member accumulators and family totals. No individual in-network deductible under aggregate? But member deductible balance still tracks all credits, and family balance same? Since all credits accumulate to family too. For IN claims, deductible_applied = family remainder alone under aggregate, not member individual remainder. The member's balance gets that credit. Family total also gets same credit. But there is no separate individual remainder? Actually "Family total deductible" maybe sum of member deductible balances. If each claim's deductible_applied credited to member and family, family total equals sum members if all including same? likely yes. For OON, deductible_applied = out-of-network individual remainder, measured against member's same single deductible balance threshold 6400. Credits accumulate to member's balance and family. In aggregate, family deductible threshold 6400? But OON threshold says family amounts do not limit OON. Need check addendum: "Out-of-network claims are measured against the out-of-network individual thresholds only; the family amounts, which are in-network amounts, do not limit an out-of-network claim. The credits an out-of-network claim generates still accumulate to the member's balance and to the family balance." So for OON claim, remaining deductible room = min? Actually "deductible_applied is the LESSER of its allowed amount and the room left under the deductible threshold that applies to it: in-network ... out-of-network ..... the out-of-network individual remainder, measured against the member's same single deductible balance." So for OON: threshold 6400 member's OON individual remainder = 6400 - member's single balance? But member's single balance may include IN family? All credits to same single member balance. So yes remainder = max(0, 6400 - member_deductible_balance). If allowed less than remainder, full allowed deductible_applied, else remainder. Member OOP balance accumulates member_responsibility (deductible + coinsurance). OOPM threshold for OON 14000. Need OOPM? "Individual out-of-pocket maximum 14000" maybe applies to total member responsibility? Once reaches OOPM plan pays 100% allowed for covered services. Need need consider OOPM reached by any member? likely no? Need check. We'll compute.

Need be careful with adjustment/void: unwinds named claim's credits from every accumulator they touched and re-adjudicates that claim at corrected values against accumulators as they stand at adjustment. If ADJUSTMENT to claim20: original Claim20 processed line20, then void? Actually adjustment to Claim20 line23: remove credits claim20 generated (deductible credit and member responsibility from member's and family's accumulators), then adjudicate again at corrected values against accumulators as they stand at adjustment. Claims in between not reprocessed. Need at adjustment point, accumulators include effects of all prior lines (including line20 original and lines21-22? Actually line22 before line23? Yes line23 after line22. Process in order. At line23, before adjustment: We remove original Claim20 credits from current accumulators (which include original Claim20 plus later claims). Then re-adjudicate Claim20 corrected against post-removal accumulators? Wording: "credits that claim generated... are removed from every accumulator they touched... and the claim is adjudicated again at its corrected values against the accumulators AS THEY STAND at the point the adjustment is processed." Need order maybe remove then re-adjudicate? "When a line is an adjustment... credits... are removed... and the claim is adjudicated again at its corrected values against the accumulators AS THEY STAND at the point the adjustment is processed." The accumulators as they stand at adjustment include original credits, unless removed? Usually processing adjustment: reverse original then process corrected. "unwinds the named claim's credits from every accumulator they touched and re-adjudicates that claim at its corrected values against the accumulators as they stand at the adjustment" Could mean after removal, accumulators at point adjustment excluding original? Need need parse. "ADJUSTMENT. When a line is an adjustment to an earlier claim, the credits that claim generated — its deductible credit and its member responsibility — are removed from every accumulator they touched (the member's and the family's), and the claim is adjudicated again at its corrected values against the accumulators AS THEY STAND at the point the adjustment is processed. Claims processed between the original and the adjustment are NOT reprocessed; their results stand as first adjudicated." So yes remove original credits from current period-end (after claims through line22), then re-adjudicate corrected against the accumulators after removal? "AS THEY STAND at the point the adjustment is processed" could after removal? It says remove then adjudicate. We'll implement remove original, then adjudicate adjusted against current accumulators (which include later claims, excluding original). If allowed corrected lower, deductible_applied could be based on room at adjustment after removal. Need calculate.

Void similar: remove credits, nothing replaces. Claim3 void line14; Claim6 void line16. Need remove original Claim3/6 credits from accumulators after lines up to line13/15? Need at void line14, before void accumulators include line1-13. Remove Claim3 credits from all. No replacement. Similarly Claim6 void at line16: before void accumulators after line15 including Claim6 original? Actually Claim6 line6. Lines1-15 processed (including Claim15); original Claim6 credited remains unless voided now. Remove at line16. No replacement. Need update ending accumulators.

Need compute final components for Claim19,20,25. Claim20 adjusted: final components as re-adjudicated by adjustment. Need know at adjustment cumulative accumulators excluding original and including claims1-22? include later claims? yes claims processed between original and adjustment (line21,22) remain. So Claim20 re-adjudicated against accumulators after removing original Claim20 from state after line22? Let's compute carefully.

Need "report the components from the adjustment" for adjusted. components = at adjustment's re-adjudication.

. Need compute claim20 allowed corrected 745.87 in-network? Claim20 routine immunisation, in-network. Important: Routine immunisation is preventive? Plan doc: "In-network preventive services required to be covered without cost share are paid at 100% of allowed amount and are not subject to deductible, coinsurance, or a copay." Line20 Service: Routine immunisation, in-network. Is routine immunisation preventive service required to be covered without cost share? Likely yes: routine immunisation is preventive service. Need treat as preventive in-network: no cost share, no accumulator. But if adjusted, still preventive? Provider appeal corrected allowed downward after contract rate review. If in-network preventive service, adjusted allowed 745.87 paid at 100% plan, member_responsibility 0, deductible_applied 0, copay 0, coinsurance 0. Need check original Claim20 line20: Routine immunisation, in-network. Should be preventive no cost share. But why allowed? Could be no deductible, plan_paid full allowed. Need when adjusted, correction downward only plan_paid changes from 1243.12 to 745.87? Original presumably plan paid 1243.12, member 0, no accumulator. Adjustment would remove? If no member_responsibility and no deductible_applied, there are no credits? It "credits that claim generated — its deductible credit and member responsibility — are removed" Neither if preventive. Thus adjustment simply posts corrected allowed? But final components: member_resp0, plan_paid745.87, deductible0, copay0, coinsurance0. Need confirm.

However there is line20 routine immunisation, in-network, billed 2299.77 allowed 1243.12. The plan document says preventive services in-network carry no cost share and move no accumulator. Routine immunization is likely preventive. Need no OOPM. So no deductible. Thus no impact accumulators. Claim20 adjusted downward no accumulator effect; final as paid 745.87.

Claim19 urgent care in-network line19 allowed 220.46. Need apply accumulators as they stand before line19 after all previous including line18. Need compute running balances through line18, with void/adjust? Void line14,16 before. Need compute.

Claim25 physical therapy in-network line25 allowed 1508.35. Need accumulators after line24. Need final.

Need compute all lines to determine ending accumulators. Let's carefully compute using plan aggregate/family/OON.

We'll need maintain per member deductible balance and OOP balance. But under aggregate, for in-network claims, deductible_applied = min(allowed, family_deductible_remainder) because "family remainder alone" regardless of member. Family remainder = 6400 - family_total_deductible? Wait "family amount must be satisfied in full before plan pays for any member." Family total accumulator is sum of member credits. For IN claim, eligible deductible_applied equals lesser of allowed and "family remainder alone" where family remainder likely 6400 - family total deductible. Thus if family total reaches 6400, no deductible applied for any IN claims thereafter (coinsurance begins for all members). However member's own balance also credited same amount. The family total always increments by any claim's deductible_applied. So effectively first 6400 of allowed for IN claims across family are deductible, then no deductible. No individual thresholds. For OON claims, deductible_applied uses member's OON individual remainder threshold 6400, not family; so OON claims can consume deductible after family met? If family total perhaps at6400, IN claims no deductible but OON claims still may have deductible for that member until member balance reaches6400? Need understand single balance: OON threshold 6400 measured against member's deductible balance (not family? But "member's same single deductible balance"). Family total is sum members. But if family aggregate no individual, IN claims use family remainder; individual member's balance still gets credit? The family total maybe equals sum member balances. For OON, family total doesn't limit but member's balance maybe includes all credits. Is there a separate family threshold for OON? No. Thus OON claim's deductible_applied can push member's balance above6400? Wait threshold OON individual 6400; if member's balance already maybe some credits from family IN claims, even if family total met, OON deductible room may be 6400 - member's balance; could be less, could be positive. It doesn't matter family. Once member's single balance reaches6400, OON deductible satisfied for that member (and perhaps all IN no deductible after family fixed). However due aggregate, IN claim's deductible_applied is family remainder alone; if family total below6400, it may credit to member's balance though member's balance maybe positive. If family total at6400, IN claims no deductible, but member balance no change; OON member can still have deductible if member's balance<6400. That seems possible. Need compute.

Need also OOPM: member OOP balance = running total member_responsibility (deductible_applied + coinsurance? no copay).. The OOPM for IN 7000 individual; for OON 14000 individual? Actually plan doc: Individual(in-network)... 7000, Family(in-network)...14000, Individual(out-of-network)...14000. How measure? "Once a member reaches the out-of-pocket maximum the plan pays 100%..." Need likely if member reaches applicable OOPM? For IN claims, OOPM threshold 7000. For OON claims, OON OOPM threshold 14000. The member's OOP balance is same running total all member responsibility? Need "Individual (out-of-network) 14000" maybe if service out-of-network, threshold measured against member's OOP balance? Same balance? Need need compute perhaps no one reaches OOPM? We'll check. Member A/B/C/D/E maybe large out-of-pocket due OON could approach? Need totals maybe less than 7000? Need compute. But for final accumulators ending_oopm_a etc likely values can exceed? Need exact.

Let's process sequentially. I'll use Excel-like manual. Need be very careful. We'll create table columns: line, claim, member, network, allowed, family_ded_rem before? Deductible_applied for IN: min(allowed, fam_rem_before) if fam_rem>0 else0. For OON: min(allowed, max(0, 6400 - member_balance_before)? because threshold OON individual 6400, but if member balance may exceed threshold no. Need member deductible balance is same running total all previous deductible_applied for that member. Is it capped at 6400? Addendum says balances are not capped at in-network amounts; OON thresholds higher, OON claims can carry past in-network amount; family balances past family amounts; balances not capped at in-network amounts. For OON threshold 6400: once balance >6400, no deductible. If member_balance before e.g. 5000, OON rem 1400. After deductible applies 1400, balance 6400. Good. If member_balance before 3000, OON rem 3400, if allowed less=> all deductible. Balance increases. The balance may include IN deductible credits but those were under family aggregate and credited to member's balance? Need yes. Even though no individual IN threshold, member's balance is same single deductible balance. But maybe for in-network claim under aggregate, "deductible_applied is family remainder alone"; it still creates member credit. So OON threshold measured against member's balance. Okay.

However need determine "member's balance" for OON includes family aggregate credits? Plan says "in-network and out-of-network deductible credits accumulate to a SINGLE member deductible balance." all credits. So yes.

.

Need also when family deductible met, IN claim's deductible_applied 0, so no member balance credit. OON may still have member balance below6400.

.

Need process lines:

Line1 Claim1 A IN generic pharmacy allowed74.87. Family ded rem before 6400. Ded_app=74.87 (since min74.87,6400). Member A balance +=74.87. Family ded balance =74.87. Member_resp =74.87? Coinsurance after deductible: allowed-after-ded=0, coinsurance=0. Plan_paid=0. Member responsibility = deductible + coinsurance =74.87. OOPM A balance +=74.87. Is plan_paid 0? For allowed fully within deductible, yes plan pays 0; member pays 74.87. Note allowed amount=74.87. member_resp+plan_paid=74.87. Good.

Line2 Claim2 C OON inpatient allowed10883.95. Member C balance before=0; OON rem=6400. Ded_app=min10883.95,6400=6400. Remainder after ded=4483.95. Coinsurance OON 40% of4483.95=1793.58. Member_resp=6400+1793.58=8193.58. Plan_paid=60%? Actually plan_paid should allowed - member_resp =2690.37? Wait allowed 10883.95 - 8193.58=2690.37. Coinsurance plan share 60% of4483.95=2690.37. Good. Deductible balance C +=6400. Family ded total before74.87+6400=6474.87? Wait family ded balance family sum? Deductible family threshold 6400; but C OON claim credits 6400 to family total. Family total before=74.87; after=6474.87, exceeding6400. That's allowed? Addendum "family balances past family amounts; not capped." For future IN claims, family deductible remainder = max(0, 6400 - family_total?) But family_total already exceeded 6400; then remaining 0. So IN no deductible. For C OON threshold member balance=6400 so future OON for C maybe no deductible? Actually C member balance 6400, OON rem=0. So C subsequent OON no deductible (coinsurance after deductible? Yes no deduct, coinsurance 40% of allowed? But for OON after deductible satisfied? Let's date:
Line3 Claim3 C OON diagnostic lab allowed967.99. Member C balance before=6400 (from line2), OON rem=0. Ded_app=0. Coinsurance40% of967.99=387.196 ->387.20. Member_resp=387.20. Plan_paid=580.79 (967.99-387.20=580.79). Ded balance C remains 6400 (not capped? Ded_app 0 no increase. Family ded total unchanged 6474.87. OOPM C +=387.20.

Line4 Claim4 A IN urgent care allowed255.34. Family ded total before=6474.87 >6400, fam rem=0. IN ded_app=0. Coinsurance10% of255.34=25.534 ->25.53. Member_resp=25.53. Plan_paid=229.81. Ded A remains74.87; no new ded credit? Under aggregate, deduct_app=0 because family met. A balance for OON threshold still74.87. OOP A +=25.53. Good.

Line5 Claim5 A IN emergency allowed3545.18. Family rem=0. Ded_app=0. Coinsurance10%=354.518 ->354.52. Member_resp=354.52. Plan_paid=3190.66? 3545.18-354.52=3190.66. A ded balance unchanged74.87, OOP +354.52.

Line6 Claim6 A IN allergy testing allowed911.89. Family rem=0. Ded_app=0. Coinsurance10%=91.189 ->91.19. Member_resp=91.19. Plan_paid=820.70? 911.89-91.19=820.70. OOP A +=91.19. Ded A unchanged74.87.

Line7 Claim7 B IN ambulatory surgery allowed7845.50. Family rem=0 (b
[empty response]
Grader detail
json{
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0LDG-008Twenty claims, mixed network, three edits30,000 out · 208.2s

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Reasoning · 30,000 tokens
We need answer JSON only. Need compute ledger carefully. Need process all lines, adjustments/voids. Need final components for claims 7,16,23 and ending accumulators. Need understand plan.

We have family accumulators before Line1:
A ded 0 OOP 0
B ded 710.81 OOP 710.81
C ded 331.32 OOP 331.32
D ded 0 OOP 0
Family ded 1042.13 OOP 1042.13

Plan year 2026. Embedded in-network deductible individual 1500, family 3000. OOPM individual in-network 6000, family 12000, OON individual 12000. Single member deductible balance accumulates both IN and OON; threshold for OON is 3000 individual. Family amounts are in-network amounts; OON claims measured against OON individual thresholds only; family amounts do not limit OON claim. But OON credits accumulate to member balance and family balance. Need process.

Need know copays: primary care office visit 30 copay, specialist 60, urgent care 75, ER 400 waived if admitted then subject to deductible/coinsurance. Generic retail pharmacy 15 copay. Copays do NOT credit deductible. Copays credit OOPM. Preventive in-network no cost share no accum. OON preventive subject to OON ded/coins? Not relevant maybe.

Need process each line in order. Need track member deductible balances (single balance), family deductible balance, member OOP balances, family OOP. Need track claims components.

Let's define accumulators:
Member deductible balance = total deductible_applied across all claims for that member (IN and OON), not capped? It is running total. For IN claim, deductible_applied = lesser of allowed and room under applicable threshold: embedded: smaller of member's individual remainder and family remainder. But "individual remainder" measured against 1500? For IN yes. Family remainder = 3000 - family deductible balance. For OON claim, deductible_applied = lesser of allowed and OON individual remainder = 3000 - member deductible balance? Need "out-of-network individual remainder, measured against the member's same single deductible balance." So OON claim can apply up to 3000 threshold. It does not consider family. But credits accumulate to family balance. Once member's single balance reaches 3000, OON deductible_applied 0. But if member balance already >3000 due to OON? Then no. For IN after OON, if member balance >1500, individual remainder 0, so no deductible applied? Need think: "A claim's deductible_applied is the LESSER of its allowed amount and the room left under the deductible threshold that applies to it: in-network ... the smaller of the member's individual remainder and the family remainder; out-of-network ... the out-of-network individual remainder, measured against the member's same single deductible balance." Since single balance can exceed 1500 due to OON, for IN claim individual remainder = max(1500 - balance, 0)? If balance >1500, 0. Family remainder maybe positive. Smaller of 0 and family = 0. So no IN deductible applied. That seems consistent: OON credits can satisfy IN deductible? Actually "In-network and out-of-network deductible credits accumulate to a SINGLE member deductible balance. The amount above is the threshold that balance is measured against when the service is out-of-network." So yes single balance; IN threshold 1500, OON threshold 3000. If balance already 2000, IN threshold met, no IN ded. OON still has 1000 room. Good.

Family deductible balance = total deductible_applied across all members? It says family total before line 1 = 1042.13 = sum B 710.81 + C 331.32. Yes. Family threshold 3000 for IN claims only? "Family (in-network) 3000"; "Out-of-network claims are measured against the out-of-network individual thresholds only; the family amounts, which are in-network amounts, do not limit an out-of-network claim. The credits an out-of-network claim generates still accumulate to the member's balance and to the family balance." So family balance accumulates all deductible_applied, but family remainder only used for IN claims. For IN claim, family remainder = 3000 - family balance. If family balance >3000, family remainder 0. But member individual remainder may be positive? Embedded: smaller of member individual remainder and family remainder. If family met, no IN ded. If family met but individual not, no ded? Embedded family deductible satisfied once total family credits reach family amount; then plan pays for all? Yes once family deductible met, no individual deductible for anyone? Embedded: individual satisfies individual on own; family also satisfied once total family credits reach family amount, whichever first. So if family met, no member pays deductible for IN. Thus family remainder 0. Good.

OOP balances: member OOP = sum member_responsibility (copays, coinsurance, deductible? Actually member_responsibility includes all cost share: deductible + copay + coinsurance. OOPM credits all member cost share for covered services? Copays credit OOPM. Deductible and coinsurance credit OOPM. OOPM threshold for IN 6000 individual, family 12000. OON individual OOPM 12000. Need track single OOP balance? "Out-of-pocket maximum Individual (in-network) 6000; Family 12000; Individual (out-of-network) 12000. Once a member reaches the out-of-pocket maximum the plan pays 100%..." There is no explicit "single OOP balance" but likely member OOP balance accumulates all member_responsibility; for IN services threshold 6000, for OON threshold 12000. Need determine when OOPM reached for subsequent claims. The plan says "Once a member reaches the out-of-pocket maximum the plan pays 100% of the allowed amount for covered services for remainder." There are separate individual in-network and OON? It lists individual in-network 6000 and individual OON 12000. Need interpret: For in-network services, member reaches OOPM at 6000; for OON services, at 12000. But if member's OOP balance exceeds 6000 due to OON, then for subsequent IN services, is OOPM met? Usually OOPM combines IN and OON? But plan has separate? Need parse. "Out-of-pocket maximum Individual (in-network) 6000.00; Family (in-network) 12000.00; Individual (out-of-network) 12000.00" It doesn't explicitly say single balance. But likely member OOP balance accumulates all cost share; in-network OOPM threshold 6000, OON threshold 12000. Similar to deductible single balance. Need apply: For an in-network claim, if member OOP balance >= 6000, plan pays 100% (no member cost share). For OON claim, if member OOP balance >= 12000, plan pays 100%. Family OOPM for in-network? Family total 12000; once family OOP balance reaches 12000, plan pays 100% for in-network? Need consider. The plan says "Once a member reaches the out-of-pocket maximum the plan pays 100% of the allowed amount for covered services for the remainder of the plan year." It doesn't mention family OOPM in that sentence? It lists family OOPM. Need likely family OOPM: once family OOP balance reaches 12000, no member cost share for in-network for all members? Need process. Need be careful.

We need compute final components for claims 7,16,23. Claim 7 adjusted at Line 22, so report re-adjudicated components. Claim 16 OON sleep study. Claim 23 primary care office visit (copay). Need final accumulators after all lines.

Let's process step by step. Need track all claims to know accumulators. Let's create table.

Initial:
A: ded_bal=0, oop_bal=0
B: ded=710.81, oop=710.81
C: ded=331.32, oop=331.32
D: ded=0, oop=0
Family ded=1042.13, family oop=1042.13

Need process Line1 Claim1 ER in-network, admitted -> ER copay waived, subject to deductible and coinsurance. Allowed 1970.69. A ded bal 0, family ded 1042.13. IN embedded: member individual remainder = 1500 - 0 = 1500. Family remainder = 3000 - 1042.13 = 1957.87. Deductible_applied = min(allowed 1970.69, 1500, 1957.87) = 1500.00. Then remaining allowed = 1970.69 - 1500 = 470.69. Coinsurance 20% = 94.138 -> 94.14? Need round half up to cent at end. 470.69*0.20=94.138 -> 94.14. Member responsibility = deductible 1500 + coins 94.14 = 1594.14. Plan paid = allowed - member_resp = 1970.69 - 1594.14 = 376.55. Or 80% of 470.69 = 376.552 -> 376.55. Good. Update A ded +=1500 => 1500.00. A oop +=1594.14 => 1594.14. Family ded +=1500 => 2542.13. Family oop +=1594.14 => 2636.27. Note A individual deductible now met (1500). Family not met (2542.13 <3000).

Line2 Claim2 C endoscopy IN allowed 654.68. C ded bal 331.32, family ded 2542.13. C individual remainder = 1500 - 331.32 = 1168.68. Family remainder = 3000 - 2542.13 = 457.87. Deductible_applied = min(654.68, 1168.68, 457.87) = 457.87. Then remaining = 654.68 - 457.87 = 196.81. Coinsurance 20% = 39.362 -> 39.36. Member resp = 457.87 + 39.36 = 497.23. Plan paid = 654.68 - 497.23 = 157.45. Update C ded = 331.32+457.87=789.19. C oop = 331.32+497.23=828.55. Family ded = 2542.13+457.87=3000.00 exactly. Family oop = 2636.27+497.23=3133.50. Family deductible now met.

Line3 Claim3 C routine immunisation in-network preventive. In-network preventive no cost share, paid 100%, no accum. So member_resp=0, plan_paid=733.65, ded_applied=0, copay=0, coins=0. No accumulator changes. C ded remains 789.19, oop 828.55; family ded 3000, oop 3133.50.

Line4 Claim4 C screening mammography in-network preventive? Screening mammography is preventive in-network required no cost share. So no cost share, no accum. Claim4 components: member_resp=0, plan_paid=338.32, ded=0, copay=0, coins=0. No accum changes. But later voided at Line9, so remove credits (none) and post nothing. So no effect.

Line5 Claim5 B cardiac stress test IN allowed 2159.40. B ded bal 710.81, family ded 3000. Family remainder = 0 (met). Individual remainder = 1500 - 710.81 = 789.19. Embedded: smaller of individual 789.19 and family 0 = 0. So deductible_applied = 0. Since family deductible met, no deductible. Then coinsurance 20% of allowed 2159.40 = 431.88. Member resp = 431.88. Plan paid = 2159.40 - 431.88 = 1727.52. Update B oop = 710.81 + 431.88 = 1142.69. B ded remains 710.81 (no ded applied). Family oop = 3133.50 + 431.88 = 3565.38. Family ded remains 3000.

Line6 Claim6 A inpatient admission with surgery IN allowed 11020.18. A ded bal 1500, family ded 3000. Individual remainder 0, family remainder 0. Deductible_applied=0. Coinsurance 20% of 11020.18 = 2204.036 -> 2204.04. Member resp = 2204.04. Plan paid = 11020.18 - 2204.04 = 8816.14. Update A oop = 1594.14 + 2204.04 = 3798.18. A ded remains 1500. Family oop = 3565.38 + 2204.04 = 5769.42. Family ded 3000.

Line7 Claim7 A diagnostic laboratory panel IN allowed 1959.89. A ded bal 1500, family ded 3000. Deductible_applied=0. Coinsurance 20% = 391.978 -> 391.98. Member resp = 391.98. Plan paid = 1959.89 - 391.98 = 1567.91. Update A oop = 3798.18 + 391.98 = 4190.16. Family oop = 5769.42 + 391.98 = 6161.40. Later adjusted at Line22 upward allowed to 2547.86. Need re-adjudicate at adjustment against accumulators as they stand at Line22. We'll do later.

Line8 Claim8 B inpatient admission IN allowed 24984.17. B ded bal 710.81, family ded 3000. Deductible_applied=0. Coinsurance 20% = 4996.834 -> 4996.83? Let's compute: 24984.17 * 0.20 = 4996.834. Round half up to cent: 4996.83? Wait 4996.834, third decimal 4, so 4996.83. Actually 0.834 -> cents: 4996.83 because thousandths 4 <5. Yes. Member resp = 4996.83. Plan paid = 24984.17 - 4996.83 = 19987.34. Update B oop = 1142.69 + 4996.83 = 6139.52. Family oop = 6161.40 + 4996.83 = 11158.23. Family ded 3000.

Line9 VOID Claim4. Claim4 was preventive no cost share, no accum. Void removes credits (none) and posts nothing. So no changes. Claim4 final components all 0.00 (not asked). No accum changes.

Line10 Claim10 D inpatient admission with surgery IN allowed 12032.63. D ded bal 0, family ded 3000. Individual remainder = 1500, family remainder = 0. Deductible_applied=0. Coinsurance 20% = 2406.526 -> 2406.53? 12032.63*0.20 = 2406.526. Round half up: 2406.53 (since 0.526 -> 2406.53? Wait 2406.526: cents are 2406.52, thousandths 6 -> round up to 2406.53). Yes. Member resp = 2406.53. Plan paid = 12032.63 - 2406.53 = 9626.10. Update D oop = 2406.53. D ded remains 0. Family oop = 11158.23 + 2406.53 = 13564.76. Family ded 3000. Note family OOP now >12000. Need consider family OOPM met? For subsequent IN claims, if family OOPM reached, plan pays 100%? Need decide. The plan says "Once a member reaches the out-of-pocket maximum the plan pays 100% of the allowed amount for covered services for the remainder of the plan year." It lists family OOPM. Usually family OOPM: once family out-of-pocket reaches limit, all members covered at 100% for remainder. But need see if family OOPM applies to in-network only? It says Family (in-network) 12000. So yes for in-network services, once family OOP balance reaches 12000, no member cost share for in-network? But is that how embedded family OOPM works? Need be precise. The plan document: "Out-of-pocket maximum Individual (in-network) 6000.00 Family (in-network) 12000.00 Individual (out-of-network) 12000.00 Once a member reaches the out-of-pocket maximum the plan pays 100% of the allowed amount for covered services for the remainder of the plan year." It doesn't explicitly say family OOPM triggers 100% for all members, but family OOPM is listed. In typical family plans, once family OOPM met, no member pays for covered in-network services. Need apply. However, the task family rules: "A member's own accumulator and the family accumulator both move on every claim that generates cost share." "Once a member reaches the out-of-pocket maximum the plan pays 100%..." It doesn't mention family OOPM in rules. But plan document includes family OOPM. Need decide whether to cap member cost share when family OOPM reached. The glossary: "Out-of-pocket maximum (OOPM): the ceiling on member cost share for the plan year. Once reached, the plan pays 100% of the allowed amount for covered in-network services." It says "Once reached" could be member or family? It defines OOPM generally. The plan has individual and family. So yes, family OOPM reached means plan pays 100% for covered in-network services for all members? Need likely.

But need be careful: The family OOPM is in-network only. OON claims measured against individual OON OOPM only; family amounts do not limit OON? The plan didn't explicitly say for OOPM but likely analogous to deductible: "Out-of-network claims are measured against the out-of-network individual thresholds only; the family amounts, which are in-network amounts, do not limit an out-of-network claim. The credits an out-of-network claim generates still accumulate to the member's balance and to the family balance." That sentence was in ACCUMULATORS addendum, specifically about deductible? It says "Out-of-network claims are measured against the out-of-network individual thresholds only; the family amounts, which are in-network amounts, do not limit an out-of-network claim. The credits an out-of-network claim generates still accumulate to the member's balance and to the family balance." It might apply to both deductible and OOPM? It says "thresholds" and "balances" generally. The plan lists OOPM individual OON 12000, family in-network 12000. So for OON claim, only individual OON OOPM threshold applies; family OOPM does not limit OON. But credits accumulate to family OOP balance. So family OOPM reached does not make OON claims free; OON member still pays until individual OON OOPM 12000. For IN claims, family OOPM reached may make them free. Need apply.

Line11 Claim11 B inpatient admission with surgery OON allowed 18900.86. B ded bal 710.81, B oop bal 6139.52. OON deductible threshold 3000 individual. OON individual remainder = 3000 - 710.81 = 2289.19. Deductible_applied = min(allowed 18900.86, 2289.19) = 2289.19. Then remaining = 18900.86 - 2289.19 = 16611.67. OON coinsurance 40% = 6644.668 -> 6644.67? 16611.67 * 0.40 = 6644.668 -> round half up: 6644.67 (thousandths 8 -> up). Member resp = 2289.19 + 6644.67 = 8933.86. Plan paid = 18900.86 - 8933.86 = 9967.00. Need check OOPM for B: B oop before 6139.52. After member resp 8933.86, B oop = 15073.38. This exceeds individual OON OOPM 12000. But for this OON claim, should OOPM cap apply? The OOPM is ceiling; once member reaches OOPM, plan pays 100% for remainder. But within the claim, if member crosses OOPM mid-claim, typically member pays only until OOPM reached, then plan pays rest. Need calculate with OOPM cap? Important! We need determine if member_responsibility should be capped at OOPM remaining. The plan says "Once a member reaches the out-of-pocket maximum the plan pays 100% of the allowed amount for covered services for the remainder of the plan year." This implies for a claim, if member's OOP balance before claim is below OOPM but member responsibility would push over, the member's responsibility is limited to the remaining OOPM amount, and plan pays the rest. Need apply. Similarly for family OOPM. We need track OOPM caps. The task family rules: "Once a member reaches the out-of-pocket maximum the plan pays 100% of the allowed amount for covered services for the remainder of the plan year." So yes, member_responsibility cannot exceed OOPM remaining for applicable threshold. Need compute with OOPM cap.

But the plan has separate IN and OON OOPM thresholds. For OON claim, applicable OOPM is individual OON 12000. B oop before Line11 = 6139.52. Remaining to OON OOPM = 12000 - 6139.52 = 5860.48. The calculated member resp before cap = 8933.86. So cap at 5860.48. Then member_resp = 5860.48. Plan paid = allowed - member_resp = 18900.86 - 5860.48 = 13040.38. But wait, does deductible_applied still 2289.19? Yes, deductible_applied is based on deductible, not OOPM. Member responsibility includes deductible + coins but capped by OOPM. Need components: deductible_applied = 2289.19, coinsurance_amount = ? If member_resp capped, how allocate between deductible and coinsurance? The claim components ask for coinsurance_amount. Typically coinsurance amount is the calculated coinsurance before OOPM cap? Or actual member cost share? Need think. For claim 11 not asked, but affects accumulators. For asked claims 7,16,23, need components. But for processing, need know member_resp and plan_paid. For OOPM cap, member_resp = remaining OOPM. Deductible_applied is separate. Coinsurance_amount might be the amount of coinsurance actually paid? If member_resp capped, the cap reduces coinsurance, not deductible? Usually deductible is applied first, then coinsurance; if OOPM reached during coinsurance, member pays only up to OOPM, so coinsurance amount actually paid = member_resp - deductible_applied (if deductible_applied <= member_resp). But if member_resp cap less than deductible? Not here. For claim 11, member_resp = 5860.48, deductible_applied = 2289.19, so coinsurance_amount = 3571.29. But the calculated coinsurance was 6644.67; the plan pays the rest. So coinsurance_amount on books would be actual member coinsurance? The task asks "claim_16_coinsurance_amount" etc. Need define. Usually "coinsurance amount" is the amount of coinsurance the member owes (after OOPM cap? Actually if OOPM cap applies, the member's coinsurance is limited; the plan pays more. The claim's coinsurance amount might be the contractual coinsurance before OOPM? But member responsibility is capped. Need infer from required keys: claim_7_member_responsibility, plan_paid, deductible_applied, copay_amount, coinsurance_amount. They likely expect member_responsibility = deductible_applied + copay_amount + coinsurance_amount? The family rules say "member_responsibility plus plan_paid equals the allowed amount of the claim being reported". It doesn't explicitly say member_responsibility = deductible + copay + coinsurance, but logically. If OOPM cap reduces member_responsibility, then sum of components may not equal member_responsibility? Need see. The task asks components separately; likely they expect components as adjudicated, with coinsurance_amount being the amount of coinsurance applied to member (after cap) such that member_responsibility = deductib
[empty response]
Grader detail
json{
  "reason": "response did not contain parseable JSON"
}
0LDG-006HDHP from a warm start with the family ceiling in reach30,000 out · 691.5s

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Reasoning · 28,062 tokens
We need answer evaluative. Need compute ledger. Need produce JSON only. Need be careful. Need understand plan aggregate. Need process claims in order, adjustments/void effects. Need final components claims 6,15,20 (post-adjust if adjusted), ending accumulators all. Need member responsibility + plan paid = allowed on books. Need components: deductible_applied, copay_amount (no copays so 0), coinsurance_amount, member_responsibility likely deductible_applied + coinsurance? With no copay. OOP accumulators move by member_responsibility. Plan_paid = allowed - member_responsibility. Deductible applied is amount counted toward deductible, perhaps equals allowed until deductible met? Need use rules.

Plan aggregate family deductible 6400 IN; no individual deductible. In-network uses family remainder alone for deductible_applied until family deductible met. Once family deductible met, deductible_applied 0 and coinsurance 10% member. Out-of-network deductible individual 6400, measured against member's same single deductible balance? Need parse: "In-network and out-of-network deductible credits accumulate to a SINGLE member deductible balance. The amount above is the threshold that balance is measured against when the service is out-of-network." Also accumulators addendum: Out-of-network claims measured against out-of-network individual thresholds only; family amounts do not limit OON. Credits still accumulate to member balance and family balance. Deductible_applied for OON is lesser allowed and OON individual remainder measured against member's same single deductible balance. In aggregate, for in-network, family remainder alone. Hmm need decide for A starting member deductible 1729.94, B 0, C 1382.40, family 3112.34. Family aggregate 6400. For IN claims: Deductible_applied = lesser(allowed, family remainder)??? The plan doc says aggregate — family amount must be satisfied before plan pays for any member. So family remainder = 6400 - family balance. Deductible applied to family capped by family remainder. Member balance maybe same amount added to member deductible? Yes credits accumulate to member balance and family balance. But under aggregate no individual deductible? Hmm "The credits an out-of-network claim generates still accumulate to the member's balance and to the family balance." For in-network too likely. Need adjust after void claim 1 (A initial credit maybe) and Claim 6 adjusted upward. Need process all.

Let's restate.

Initial accumulators:
A: deductible 1729.94, OOP 1762.13
B: 0,0
C: deductible 1382.40, OOP 1945.98
Family total deductible 3112.34, OOP 3708.11.
Check A OOP > A deductible by 32.19 (probably coinsurance after something? Maybe prior claims). C OOP > ded by 563.58. Family OOP > family ded by 595.77. Those OOP accum include member responsibility beyond deductible? Starting balances not explained; just use.

Need process ledger.

Plan year 2026. Deductible aggregate family 6400. OOP max individual in-network 7000, family 14000, OON individual 14000. OOP balances maybe run over IN individual? Starting A OOP 1762, C 1945, sum 3708. Need ending.

Need adjudication formulas:
Each claim:
- Determine if preventive? None? Annual wellness visit out-of-network maybe not preventive in-network; plan says preventive services in-network carry no cost share, OON preventive subject OON deductible/coinsurance. But perhaps wellness visit OON not required no cost share, subject OON. We'll process.
- For in-network before family deductible met (family balance <6400): Deductible_applied is allowed perhaps, but limited by family remainder? Aggregate: if allowed exceeds family remainder, the plan starts paying coinsurance once family remainder filled? Need cap deductible_applied to family remainder; member responsibility for remaining allowed? Let's parse: Deductible applied = LESSER of allowed amount and room left under deductible threshold that applies (for aggregate family remainder). Once threshold met, deductible_applied 0, coinsurance. For a claim crossing deductible, likely the portion of allowed up to deductible remainder is member paid as deductible, and the rest after threshold is coinsurance? "Deductible_applied" as a claim component may be the amount credited to deductible, member responsibility includes it. Coinsurance amount computed on amount after deductible? Need calculate. Task likely expects for each claim components: deductible_applied and coinsurance_amount. The wording Basis: Member cost share calculated from allowed. In this harness, for claim, member_responsibility = deductible_applied + coinsurance_amount. Coinsurance after deductible. For a claim that crosses the threshold, co-insurance applies to the portion of allowed that exceeds deductible_applied? Need determine. Need use exact.

Let's examine "A claim's deductible_applied is the LESSER of its allowed amount and the room left under the deductible threshold that applies to it... Once the applicable threshold is met, deductible_applied is 0.00, including for a copay..." That suggests if allowed > remaining threshold, deductible_applied = remaining threshold, and then once threshold met, deductible_applied=0 for further claims, but the same claim? Coinsurance after deductible likely on full allowed after applying deductible? In typical HDHP, once deductible met within same claim, coinsurance applies to remaining allowed after deductible. Need calculate. The phrase "after the deductible is satisfied" means coinsurance on the amount above the deductible. If a single claim meets deductible, the member pays deductible amount + coinsurance for the rest. That yields member_responsibility may be less than allowed? But "member_responsibility plus plan_paid equals allowed". Coinsurance amount likely = coinsurance rate * (allowed - deductible_applied). Since plan pays rest. Need follow.

However if a claim's allowed > family remainder, and aggregate family deductible gets met by claim, the plan begins paying coinsurance on the balance of that claim. So yes.

Need account for OOP accumulators: member_responsibility includes deductible and coinsurance. It moves OOP. OOP max individual 7000 IN / 14000 OON. But if family aggregate and claims by multiple members, individual OOP max? Plan doc says individual (in-network) 7000. In family, once a member reaches OOPM, plan pays 100% for that member? "Once a member reaches the out-of-pocket maximum the plan pays 100% ... for remainder." Even under aggregate? Likely yes. Family OOPM 14000 aggregate? Need apply both individual and family? Need think. The plan document lists Individual and Family OOP max. It likely has an aggregate family OOPM? Need know structure for OOPM? It doesn't state embedded/aggregate OOP; just "Individual (in-network) 7000; Family (in-network) 14000; Individual (OON) 14000". The accumulator addendum only about deductible? Actually "A balance is running total of deductible_applied (for a deductible) or member_responsibility (for an out-of-pocket balance). Because OON thresholds higher..." Doesn't give family OOP structure. Task asks ending_family_oopm. Need apply individual OOPM and family OOPM maybe when family OOPM reached, all members get 100%. Need know. We likely need use family OOPM 14000: after family OOPM met, plan pays 100% for all covered in-network? But not explicitly. "Once a member reaches... the member..." For family maybe similarly once family total reaches 14000, plan pays 100% for all? Many HDHP family OOPM aggregate; but the prompt only says individual in-network, family, individual OON. Need infer. Need perhaps no member ever reaches individual 7000? Let's calculate. A might high OOP. Need maybe family OOPM reached? Let's process and see.

We need perhaps model individual OOP max as soon as member responsibility >=7000 (or 14000 OON) while family OOPM not considered? But family OOPm? Need final accumulators cap? In plan-year ledger, balances are not capped at in-network amounts, per addendum: "Because the out-of-network thresholds are higher, out-of-network claims can carry a member's balance past the in-network individual amount, and the family balances past the family amounts; the balances are not capped at the in-network amounts." This suggests OOP balances are running totals not capped at thresholds; OOPM threshold is not a cap on balance but once reached, future cost share zero. Ending balance can exceed threshold. So ending_family_oopm could be >14000 after family OOPM met. Need include.

Need know when OOPM applies to each member/family. Could be if an individual member's OOP balance reaches individual threshold, that member's coinsurance shifted to 100% for future claims; if family OOP reaches family threshold, all family members? The family OOPM often aggregate and once met, no cost share for any covered member. In absence, likely apply both: if family total OOP reaches 14000, all in-network cost share 100% for the rest? Or if individual reaches, that member. Need see if OOPM reached before line 15? Let's compute rough to identify.

Let's process meticulously.

Need use order and adjustment/void. Initial family deductible 3112.34, family OOP 3708.11.

We'll maintain:
Family deductible balance FD = 3112.34 (credits sum of deductible_applied applied to family)
Family OOPM balance FOOP = 3708.11 (sum member_responsibility)
Member A: DA=1729.94, OOPA=1762.13
B: DB=0, OOPB=0
C: DC=1382.40, OOPC=1945.98

Need perhaps individual deductible balances used for OON. A single member deductible balance includes starting and all deductible credits. For OON threshold 6400. For IN no individual threshold. We'll just track DA, DB, DC as balances.

Line 1: Claim1 A PT IN allowed 1553.18. Family deductible remaining FD_rem = 6400 - 3112.34 = 3287.66. Allowed 1553.18 less, deductible_applied = 1553.18. Since family deductible not met after? New FD=4665.52, still <6400. Need no coinsurance? Plan pays no coinsurance until family deductible met, so member responsibility = entire allowed? Wait if not met, member pays 100% of allowed as deductible. That means plan_paid 0. Deductible_applied = allowed. Then coinsurance_amount 0. Member_responsibility = 1553.18. Plan_paid = allowed - member_resp = 0.00. So claim1 components: member_resp 1553.18, plan 0, deductible 1553.18, copay 0, coins 0.
Update:
A DA 1729.94 + 1553.18 = 3283.12; OOPA 1762.13+1553.18=3315.31.
FD 3112.34+1553.18=4665.52; FOOP 3708.11+1553.18=5261.29.
Need record for void later: Claim1 credits touched FD, FOOP, A DA, A OOP. Removing all will restore starting values at Line11? Also if A DA crosses 6400? No.

Line2: Claim2 A IN allowed 21710.91. Family deductible remaining = 6400 - 4665.52 = 1734.48. Allowed > rem. Deductible_applied = 1734.48, fills family deductible. Now family deductible met. Coinsurance after deductible applies to remaining allowed = 21710.91 - 1734.48 = 19976.43. In-network coinsurance 10% member, 90% plan. Coinsurance_amount = 1997.643 => round final? Need calculate with cent at end maybe. Member_responsibility = deductible applied 1734.48 + coins 1997.64 = 3732.12? Let's exact: 19976.43 * 0.10 = 1997.643, rounded half up = 1997.64. Deductible 1734.48 => 3732.12. Plan paid = 21710.91 - 3732.12 = 17978.79. Need check: 90% of remaining = 17978.787? Let's compute 19976.43*0.9 = 17978.787 -> 17978.79. Plus deductible? Since plan doesn't pay deductible; plan paid = coinsurance-covered portion 17978.79. Member 3732.12 sums allowed. Yes.
Update FD = 6400? FD balance can exceed? Deductible applied = 1734.48 exactly family threshold, so FD = 6400.00 (not over). Family ded balance cap? The addendum says balances not capped at in-network amounts because OON claims carry past family amounts. Here IN exactly. A DA = 3283.12 + 1734.48 = 5017.60? Wait A had 3283.12 from Line1 + claim1? Actually after Line1 A DA=3283.12. Add 1734.48 = 5017.60. Yes below OON threshold. A OOP = 3315.31 + 3732.12 = 7047.43. That exceeds individual in-network OOPM 7000! Need apply OOPM for A? Since after Line2, A's OOP balance crosses 7000. Does that mean for subsequent claims by A, plan pays 100% of allowed? Need important. Is OOPM reached at moment after line2? "Once a member reaches the out-of-pocket maximum the plan pays 100% of the allowed amount for covered services for remainder." So starting next line, A may have no cost share for covered in-network. But what about out-of-network? Individual OON OOPM 14000, not 7000; the in-network OOPM might not apply to OON services. Need treat separately? Need parse plan document: OOP maximum has individual (in-network) 7000, individual (out-of-network) 14000, family (in-network) 14000. It says "Once a member reaches the out-of-pocket maximum the plan pays 100% of the allowed amount for covered services for the remainder of plan year." It doesn't specify in-network vs OON for OOPM. Usually separate in-network and out-of-network OOP maxima. Need not combine? The document lists both. Since all OOP balances single? "Accumulator addendum" says OOP balance running total of member_responsibility. Out-of-network claims have higher thresholds. So perhaps in-network OOPM 7000 only applies to in-network claims, OON OOPM 14000 applies to OON. But member_responsibility for both accumulate single balance? Need figure.

The plan document: "Out-of-pocket maximum: Individual (in-network) 7000; Family (in-network) 14000; Individual (out-of-network) 14000." That implies two separate maxima: IN network OOP max 7000 individual/14000 family; OON individual max 14000. But under accumulators addendum, "OOP balance" is running total member_responsibility; OON claim can carry member's balance past in-network individual amount; family balances past family amounts; balances not capped. This strongly suggests there is a single OOP balance that is measured against in-network thresholds for in-network claims and OON thresholds for OON claims. For OOP, in-network claims may hit 7000; OON claims continue accumulating against 14000 threshold. Once OOP balance reaches 14000, no OON cost share? Or maybe in-network and OON OOPM combined subject to 14000? Wait phrase "individual (in-network) 7000; individual (out-of-network) 14000" likely means if you have both, max for in-network is 7000 and for OON 14000, but OON claims count toward in-network? Hmm.

Let's inspect glossary: "Out-of-pocket maximum (OOPM): the ceiling on member cost share for the plan year. Once reached, the plan pays 100% of the allowed amount for covered in-network services." It didn't mention OON except plan doc. Here plan doc defines OON individual 14000. We need follow plan. But ledger asks ending accumulators only, no labels in/out; likely just total member_responsibility for each. We need apply cost-sharing reduction as OOPM reached. Need parse the exact Accumulators addendum: "A balance is the running total of deductible_applied (for a deductible) or of member_responsibility (for an out-of-pocket balance). Because the out-of-network thresholds are higher, out-of-network claims can carry a member's balance past the in-network individual amount, and the family balances past the family amounts; the balances are not capped at the in-network amounts." This says balance is running total; not capped. It doesn't say OOPM effect uses balance threshold depending on service. But the phrase "out-of-network thresholds are higher" suggests same balance has multiple thresholds: in-network deductible threshold 3200 individual / 6400 family? Wait for deductibles, "In-network and out-of-network deductible credits accumulate to a SINGLE member deductible balance. The amount above is the threshold that balance is measured against when the service is out-of-network." There is no individual in-network deductible under aggregate. But individual deductible 3200 maybe only used for OON? Hmm Actually plan doc: Deductible Individual (in-network) 3200, Family 6400, structure AGGREGATE — no individual deductible. Then Out-of-network individual 6400. "In-network and out-of-network deductible credits accumulate to a SINGLE member deductible balance. The amount above is the threshold that balance is measured against when the service is out-of-network." Could mean the single balance is compared to 6400 for OON; in-network threshold is family aggregate 6400 (not individual 3200). So OON individual threshold = 6400 same as family but per member? "Individual (out-of-network) 6400" yes.

For OOP: There are individual IN 7000, family IN 14000, individual OON 14000. There is no family OON. Maybe single family OOP total measured against family IN 14000 for in-network, and member OOP measured against individual OON 14000 for OON. In-network individual 7000 too. This can get complex.

Need infer from task: It asks ending_deductible_a, ending_oopm_a for each member/family, not separate in/out. They likely want running balance, not whether capped? But final claims 6,15,20 components need OOPM effect maybe. Need process.

Since after Line2 A's OOP balance = 7047.43, beyond 7000. If in-network OOPM applies to A, then for subsequent in-network claims for A, plan pays 100% of allowed, no member responsibility. But the family OOPM? Family FOOP after Line2 = 5261.29 + 3732.12? Wait after Line1 FOOP=5261.29. Add 3732.12 = 8993.41. Not reached 14000. Individual A OOP reached 7000. Does family in-network OOPM have any bearing before family total 14000? For plan family OOPM, if embedded? Not specified. Need determine. The phrase "Once a member reaches..." suggests individual OOPM stops cost share for that member even if family not met. But there is also family OOPM; if family reaches, plan pays 100% for all covered services? The task might expect applying both: A no cost share after 7000; family total continues from other member's cost share until 14000, then everyone 100%. Need.

However if A no cost share after Line2, then final high claims by A after line2 have plan_paid 100% and no member_resp. But note adjustment of Claim6 (OON) occurred at Line16 after A OOP already >7000. Does A's in-network OOPM apply to OON Claim6 adjusted upward? Claim6 is OON; OON OOPM 14000 maybe not reached at Line16? Let's track A OOP. At line2 A OOP 7047.43. Then line3 C, line4 A IN (probably if A no cost share? Let's see at line4 A would be after OOPM, so plan pays 100% allowed, no member_resp, but deductible? Wait if OOPM reached, does deductible still apply? No, OOPM means no cost share, plan pays 100%; deductible is part of cost share, so no deductible applied? In high-deductible plans, once OOPM reached, no deductible or coinsurance. Deductible_applied 0. But if plan pays 100%, family deductible perhaps not credited? Actually if no member cost-share, no cost share to accumulate; family deductible not credited by plan payments. Does family deductible get credited by allowed amount? In an HSA-compatible plan, after deductible met, only member cost share? But a claim with no member cost share due to OOPM does not apply to deductible. Deductible_applied from a claim is the amount member pays toward deductible; if no member cost share, zero. So no family deductible credit. However one could think allowed counts toward family deductible? No, plan document: deductible credits accumulate; if payable at 100%, no cost share, no deductible. Need apply.

Thus OOPM can stop deductible accumulation for that member. For aggregate family deductible, if A reaches OOPM before family deductible met? Wait A reached OOPM at line2 exactly after family deductible met by same claim. For future claims, no cost share, no deductible. Family deductible already met at line2, so moot. For C and B later, family deductible met; no deductible applied. For OON Claim6, OON deductible 6400 maybe not met for A? A DA 5017.60 before line? But after line4? If line4 no cost share/deduct, DA remains 5017.60. At Line5 OON C, etc. For A's OON Claim6 at line6, A's deductible balance maybe 5017.60, OON individual deductible 6400, so 1382.40 deductible could apply, plus 
[empty response]
Grader detail
json{
  "reason": "response did not contain parseable JSON"
}
0LDG-002Fourteen claims from a warm start, an adjustment and a void30,000 out · 848.0s

See what every other model answered →

Reasoning · 29,999 tokens
We need answer JSON only. Need compute carefully. Need process ledger. Need final components for Claims 4,13,16 (claim 4 voided -> all components 0? Wait claim 4 voided at line15, so final on books voided -> every component 0.00. Need confirm if claim 4 maybe adjusted? No void. So claim_4 components 0.00 each. But need account void effects on accumulators. Need compute final accumulators after all lines including voids. Need know claim 13 final components, claim16 final. Need process all claims and voids. Need be meticulous.

Need read plan. Bluebonnet PPO 1500. Plan year 2026. Family embedded deductible IN 1500 individual / 3000 family. OOPM individual in-network 6000, family 12000, OON individual 12000. Coinsurance after deductible in-network 20% member / 80 plan. OON 40/60. Copays: primary care office 30, specialist 60, urgent care 75, ER 400 waived if inpatient admission then deductible and coinsurance. Generic pharmacy 15. Copays do NOT credit deductible. Copays always credit OOPM. Preventive no cost share in-network, no accum. OON preventive subject OON deductible/coins? Not relevant maybe.

Accumulators as before line1:
A deductible 904.50, OOPM 904.50
B 0,0
C 0,0
D 0,0
Family ded 904.50, OOP 904.50
These are YTD accumulators. Individual deductible in-network 1500, so A has remaining 595.50 before satisfying. Family ded 3000, family remaining 2095.50. But embedded: a member's deductible applied is lesser of individual remainder and family remainder. Need track balances for member and family; family total is sum of member deductible_applied amounts? The "family total" given 904.50 = A's deductible 904.50. So yes family deductible accumulator is sum of all members' deductible applied. But need apply embedded structure: when a claim for member M in-network, the deductible_applied is the lesser of allowed amount, M's individual deductible remaining, and family deductible remaining? Actually addendum says "in-network ......... the smaller of the member's individual remainder and the family remainder (embedded)" So yes cap by min(individual remaining, family remaining). But note if family remaining less than member's individual remaining, family deductible satisfied first? "individual satisfies individual deductible on their own; family deductible also satisfied once total family credits reach family amount, whichever comes first." Under embedded, once family total reaches 3000, all family members' deductibles are satisfied? Need interpret: family deductible is satisfied once total family credits reach family amount, whichever first. So when family total reaches 3000, no further deductible applies to any member? The formula says deductible_applied is smaller of member individual remainder and family remainder. If family remainder reaches 0, then 0. So yes. But also family total may be sum of member deductible_applied; cap family at 3000. Need track.

Need handle OON: "Out-of-network claims are measured against the out-of-network individual thresholds only; the family amounts, which are in-network amounts, do not limit an out-of-network claim. The credits an out-of-network claim generates still accumulate to the member's balance and to the family balance." Also "In-network and out-of-network deductible credits accumulate to a SINGLE member deductible balance. The amount above is the threshold that balance is measured against when the service is out-of-network." Need parse.

There are separate in-network deductible threshold 1500 and OON threshold 3000, but a single member deductible balance (accumulated credits from both IN and OON). For IN claim, threshold 1500 (or family threshold). For OON claim, threshold 3000 individual, not family. "deductible_applied is the LESSER of its allowed amount and the room left under the deductible threshold that applies to it: ... out-of-network ..... the out-of-network individual remainder, measured against the member's same single deductible balance." So for OON, deductible_applied = min(allowed, OON individual remaining balance = 3000 - member's single deductible balance). But after applying, member's single deductible balance increases. However in-network claim uses min(allowed, individual remainder under in-network threshold = 1500 - balance? But if balance >1500 from OON, then individual in-network remainder 0? The plan says "single member deductible balance" measured against threshold when service is OON. For IN claim, "the smaller of member's individual remainder and family remainder" — individual remainder presumably 1500 - single balance? Need consider if single balance >1500 due to OON, then in-network individual remainder 0; family remainder maybe positive but "smaller of individual remainder and family remainder" means if individual remainder 0, no deductible applied for IN. But is that intended? If a member has OON deductible credits pushing single balance above 1500, they have satisfied in-network deductible, so yes no IN deductible. Similarly family? The family balance is total of all credits; family threshold 3000. For IN claim, family remainder = 3000 - family balance (but if family balance >3000? capped? The addendum says balances not capped at in-network amounts; family balances can pass family amounts. But if family balance >3000, family remainder negative? The formula "family remainder" might be max(0, 3000 - family balance)? For OON claims can carry family balances past family amounts. But for IN claims, if family balance already >=3000, no IN deductible. Use max(0, family threshold - family balance). Need track.

Need process all lines sequentially, with adjustments/voids removing credits from every accumulator they touched (member's and family's) and re-adjudicating at corrected values against accumulators as they stand at adjustment. Here only voids no adjustments. Void claim 7 and claim 4. Need remove their credits from all accumulators they touched at the point the void is processed, then process subsequent lines. Claims between original and void stand. Need know original claim 7 and 4 credits. We need compute each claim's components and accumulators throughout. Since only voids, no re-adjudication of adjusted claims.

Need report final components for claim 4 (voided -> 0 all), claim13, claim16. Need final accumulators after all lines. Need compute.

Let's define balances at each line. Important: Starting before line1:
A ded bal = 904.50, A oop bal = 904.50.
B,C,D = 0.
Family ded=904.50, family oop=904.50.

Need process line by line.

Plan details:
- Specialist office visit in-network: copay $60, no deductible credit (copays do not credit deductible), copay credits OOPM. No coinsurance? Typically copay instead of deductible/coinsurance. The plan says "Primary care office visit 30 copay; Specialist 60 copay; Urgent care 75; ER 400; Generic 15". Member cost share for those is copay. "Copays do NOT credit the deductible. Copays always credit OOPM." So for office visits, member_responsibility = copay, plan_paid = allowed - copay. No deductible_applied, no coinsurance. Need check if allowed less than copay? not here.

- Inpatient admission with surgery: no copay? ER copay waived if inpatient admission; otherwise hospital services subject to deductible and coinsurance. So for inpatient claims, apply deductible then coinsurance.

- Outpatient endoscopy, ambulatory surgery, allergy testing: likely subject to deductible/coinsurance? No specific copay, so yes.

- Urgent care: copay $75, not deductible, credits OOPM.

- OON inpatient: subject to OON deductible/coinsurance (no copay).

Need compute exact deductible_applied, member responsibility, coinsurance, plan paid, copay. Need track accumulators.

Let's process.

Line 1: Claim 1, A specialist office visit in-network, allowed 294.03. Copay 60. Deductible applied 0. Member responsibility 60.00 (copay). Plan paid = allowed - member responsibility = 234.03. OOPM A increases by 60 (copay credits OOPM) to 964.50. Deductible A unchanged 904.50. Family OOP 964.50, ded 904.50. Does specialist copay have coinsurance? No.

Line 2: Claim 2, C primary care office visit in-network, allowed 197.39. Copay 30. Member resp 30. Plan paid 167.39. No ded. C OOP 30. Family OOP 994.50. C ded 0, family ded 904.50.

Line 3: Claim 3, D child inpatient admission with surgery, in-network, allowed 11804.80. Need apply deductible/coinsurance. D individual ded bal 0, individual remainder 1500. Family ded bal 904.50, family remainder 2095.50. Embedded formula for in-network: deductible_applied = min(allowed, D individual remainder 1500, family remainder 2095.50) = min(11804.80,1500,2095.50)=1500.00. So D ded balance becomes 1500. Family ded balance becomes 2404.50. Then remaining allowed after deductible = 11804.80 - 1500.00 = 10304.80. Coinsurance 20% member = 2060.96. Plan paid 80% = 8243.84. Member responsibility = deductible_applied + coinsurance? Yes member responsibility = 1500 + 2060.96 = 3560.96. Does deductible count toward OOPM? Yes member cost share includes deductible and coinsurance, so OOPM increases by 3560.96. D OOP from 0 to 3560.96. Family OOP from 994.50 to 4555.46. D deductible 1500. Need ensure D individual deductible satisfied. Family ded 2404.50. Plan paid = allowed - member_responsibility = 11804.80 - 3560.96 = 8243.84 (matches 80% of post-ded). Good.

Line 4: Claim 4, C outpatient endoscopy, in-network, allowed 715.51. At this point before line4: C ded 0, C OOP 30. Family ded 2404.50, family OOP 4555.46. Need apply deductible/coinsurance because no copay. C individual remainder = 1500. Family remainder = 3000 - 2404.50 = 595.50. Embedded: deductible_applied = min(715.51, 1500, 595.50) = 595.50. This will satisfy family deductible exactly to 3000. C ded balance becomes 595.50. Family ded balance becomes 3000.00. Remaining allowed = 715.51 - 595.50 = 120.01. Coinsurance 20% = 24.002 -> 24.00? Need round half up at end? Actually member responsibility = deductible + coinsurance. Coinsurance = 20% * 120.01 = 24.002, round to 24.00. Plan paid = 715.51 - (595.50+24.00) = 96.01. Alternatively 80% of 120.01 = 96.008 -> 96.01. Need consistency: member_responsibility + plan_paid = allowed amount. 595.50+24.00=619.50, plan paid=96.01 total 715.51. Good. OOPM C increases by 619.50? Deductible and coinsurance count toward OOPM. C OOP before 30, after = 649.50. Family OOP before 4555.46 + 619.50 = 5174.96. C ded balance 595.50. Family ded 3000.00. Need family deductible satisfied. Since family ded reaches 3000, for subsequent in-network claims, family remainder 0. But individual remainders? Under embedded, "family deductible is also satisfied once total family credits reach family amount, whichever comes first." So no further family deductible for anyone. However individual deductible? For a member who hasn't reached 1500, but family satisfied, then no deductible applied because family remainder 0. Is that correct? Need confirm: In embedded, each individual has own deductible; family deductible satisfied when total family credits reach family amount OR all individual deductibles satisfied? Let's think. Plan says "EMBEDDED — an individual satisfies the individual deductible on their own; the family deductible is also satisfied once total family credits reach the family amount, whichever comes first." Usually embedded means family deductible is sum of individual deductibles; each individual's deductible is satisfied by their own expenses; the family out-of-pocket max may have embedded individual OOPM. But here "family deductible is also satisfied once total family credits reach the family amount" suggests once total family deductible credits reach 3000, family deductible met for all, so no further IN deductible for any member. The addendum formula says "in-network ... smaller of member's individual remainder and family remainder" so yes if family remainder 0, no deductible. So after line4, all subsequent in-network claims have no deductible_applied (unless family balance later removed by void of claim4? But void happens later; until line15, family balance 3000. At line15 void claim4 removes its credits, so family deductible balance drops below 3000, and future claims after line15 may have deductible again depending. Need account.)

Line 5: Claim 5, D inpatient admission with surgery, in-network, allowed 14614.81. Before line5: D ded 1500, D OOP 3560.96, C ded 595.50, family ded 3000, family OOP 5174.96. Since family deductible satisfied, deductible_applied = 0? Need also D individual remainder 0 (since D ded 1500), so min(0, family 0) = 0. So no deductible. Remaining allowed 14614.81 subject to coinsurance 20% = 2922.962 -> round 2922.96. Member resp = 2922.96. Plan paid = 14614.81 - 2922.96 = 11691.85. OOPM D increases by 2922.96 to 6483.92. Family OOP = 5174.96 + 2922.96 = 8097.92. D ded stays 1500. Family ded 3000. Note D OOP exceeds individual in-network OOPM 6000, but in-network OOPM? Wait individual OOPM in-network 6000. D OOP now 6483.92, but is D's OOPM reached? The OOPM max is 6000 for in-network. But member's OOP balance includes both IN and OON? Need plan: Out-of-pocket maximum Individual (in-network) 6000, Family 12000, Individual (out-of-network) 12000. "Once a member reaches the out-of-pocket maximum the plan pays 100% of allowed amount for covered services..." The accumulator balances not capped? It says "Because the out-of-network thresholds are higher, out-of-network claims can carry a member's balance past the in-network individual amount, and the family balances past the family amounts; the balances are not capped at the in-network amounts." So for OOPM, in-network OOPM threshold 6000; but if member's OOP balance reaches 6000 due to in-network claims, then subsequent in-network claims should have no cost share? Need decide. The OOPM is ceiling on member cost share. Once a member reaches OOPM, plan pays 100% of allowed amount for covered in-network services. If D's OOP balance 6483.92 after line5, that's above 6000, so D has reached OOPM for remainder of year. However because balance not capped, OOP balance continues? Need careful: The OOPM is not an accumulator that caps at threshold; it's a threshold. The "out-of-pocket balance" given as accumulator is running total of member_responsibility. Once it reaches 6000, plan pays 100% of allowed for covered in-network services for remainder of plan year. Does that mean for subsequent in-network claims, member_responsibility = 0 and plan_paid = allowed, and OOP balance does NOT increase? Yes once reached, no member cost share. But if later an OON claim occurs, OON OOPM threshold is 12000; the same balance? Need "In-network and out-of-network deductible credits accumulate to single member deductible balance" but for OOPM? It doesn't explicitly say single OOP balance, but "out-of-pocket maximum Individual (in-network) 6000; Individual (out-of-network) 12000" likely separate maximums? Need parse. The ledger family accumulators list "out-of-pocket" as one balance. The addendum says "A balance is the running total of deductible_applied (for a deductible) or of member_responsibility (for an out-of-pocket balance). Because the out-of-network thresholds are higher, out-of-network claims can carry a member's balance past the in-network individual amount, and the family balances past the family amounts; the balances are not capped at the in-network amounts." This indicates a single OOP balance (like deductible single balance) measured against thresholds depending on service: in-network threshold 6000 individual, OON threshold 12000. So if balance reaches 6000, in-network claims have no cost share (OOPM met for in-network), but OON claims still subject to coinsurance until balance reaches 12000? Need "Once a member reaches the out-of-pocket maximum the plan pays 100% of the allowed amount for covered services for the remainder of the plan year." There are separate individual in-network and OON OOPMs. Which threshold applies depends on service network. So yes, an in-network claim once balance >=6000 pays 100%; an OON claim still may have cost share until balance >=12000. But note "Out-of-network claims ... can carry a member's balance past the in-network individual amount" meaning OON claims after IN OOPM reached still generate member_responsibility until OON OOPM. That is consistent.

Need track OOP balance for each member as running total of member_responsibility from all claims (IN and OON), not capped. For in-network claims, if balance before claim >= 6000, then no member responsibility (100% plan) for that claim? Need likely yes. For OON claims, if balance before claim >= 12000, no member responsibility. But if balance between 6000 and 12000, IN claims have no cost share; OON claims still have coinsurance/deductible until 12000. Also family OOPM? There is Family in-network OOPM 12000. Need for in-network claims, once family balance >=12000, plan pays 100% for all members? "Once a member reaches the out-of-pocket maximum the plan pays 100% of the allowed amount for covered services for the remainder of the plan year." Family OOPM likely once family total reaches 12000, family satisfied, no further IN cost share for any member. Need track family balance. For OON claims, family amount in-network doesn't limit OON; only individual OON threshold 12000 applies. But credits accumulate to family balance.

Need account for copays credit OOPM. If member OOP balance reaches 6000, subsequent copay? If OOPM met, plan pays 100% of allowed for covered in-network services; no copay. But the plan says "Once a member reaches the out-of-pocket maximum the plan pays 100% of the allowed amount for covered services for the remainder of the plan year." So yes.

Need continue.

Line 5 result: D OOP balance after = 3560.96 + 2922.96 = 6483.92. Since before line5 D OOP 3560.96 < 6000, so claim5 cost share applied. After line5 D has met IN OOPM. Family OOP after line5 = 8097.92 (before 5174.96 + 2922.96).

Line 6: Claim 6, D ambulatory surgery, in-network, allowed 5634.42. Before line6 D OOP 6483.92 >=6000, so IN OOPM met for D. Family OOP 8097.92 <12000. But for D's claim, member_responsibility = 0? If member reached OOPM, plan pays 100% of allowed for covered in-network services. No deductible (family satisfied). So member_responsibility 0, plan_paid 5634.42, deductible_applied 0, coinsurance 0. OOP balances don't increase because no member responsibility. Family OOP remains 8097.92. D ded 1500, family ded 3000.

Line 7: Claim 7, B spouse inpatient admission, in-network, allowed 20898.76. Before line7: B ded 0, B OOP 0. Family ded 3000, family OOP 8097.92. Since family deductible satisfied, deductible_applied 0. B OOP <6000, family OOP <12000, so coinsurance applies at 20%. Member responsibility = 20% * 20898.76 = 4179.752 -> round 4179.75? Need round half up. 4179.752 -> 4179.75 (since third decimal 2). Plan paid = 20898.76 - 4179.75 = 16719.01. Alternatively 80% = 16719.008 -> 16719.01. B OOP becomes 4179.75. Family OOP = 8097.92 + 4179.75 = 12277.67. Wait family OOP exceeds family in-network OOPM 12000. Before line7 family OOP 8097.92, after adding B's 4179.75 = 12277.67. But family OOPM threshold 12000. Should we apply family OOPM before or after claim? Need determine if B's claim cost share should be reduced because family OOPM would be reached during the claim? Typically OOPM is applied per claim after accumulating; if a claim causes cumulative OOP to exceed max, the member's responsibility for that claim may be limited so that total does not exceed OOPM? Real-world: once you reach OOPM, plan pays 100% for remainder of year; if a single claim crosses the threshold, member pays only until reaching max, then plan pays rest. But the task's accumulator addendum says "A balance is the running total of member_responsibility ... balances are not capped at the in-network amounts." Hmm "balances are not capped" suggests for OOP balance, even after reaching OOPM, if an in-network claim is processed after O
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0LDG-004Copays that credit the deductible, fifteen claims30,000 out · 146.5s

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Reasoning · 30,001 tokens
We need answer JSON. Need compute carefully. Need understand plan, rules, ledger. Need final components for claims 6 (adjusted twice?), 14, 17, and ending accumulators. Need process all lines in order, adjustments unwind claim 6 credits and re-adjudicate corrected values against accumulators as they stand at adjustment. There are two identical adjustments to Claim 6? Line 9 and Line 11 both adjustment to Claim 6, same reason/allowed corrected. We need handle sequentially. Claim 6 originally 2026-03-10 A urgent care in-network allowed 213.67 with copay? Urgent care copay 60.00, copays credit deductible. Need adjudicate. Then line 9 adjustment rewinds claim 6 credits from accumulators and re-adjudicates at corrected allowed 277.77 against accumulators at line 9. Then line 11 adjustment again? Claim 6 maybe already adjusted at line 9, but line 11 is another adjustment to Claim 6, same corrected allowed. Do we process it as "ADJUSTMENT to Claim 6" again, unwind credits from current adjusted claim 6, re-adjudicate at corrected values against accumulators as they stand at line 11. Since corrected values same, likely no change? Need see accumulators may differ. The credits generated by line 9 adjusted claim may be dependent on accumulators, then re-adjudicated again at line 11 accumulators could differ, changing final claim 6 components. Need process.

Need final accumulators for A/B/C/family after all lines including final claim 17. Need report claim 14 and 17 components, claim 6 final components. Need use allowed amounts.

Need inspect plan details. In-network deductibles embedded individual 2500, family 5000. In-network and OON deductible credits accumulate to SINGLE member deductible balance. OON individual deductible threshold 5000 measured against same balance; family amounts in-network only do not limit OON. Need understand deductible_applied for claims: "A claim's deductible_applied is LESSER of its allowed amount and room left under deductible threshold that applies to it:
 in-network ... smaller of member's individual remainder and family remainder (embedded), or family remainder alone (aggregate);
 out-of-network ... out-of-network individual remainder, measured against member's same single deductible balance.
 Once applicable threshold met, deductible_applied 0.00, including for copay that would otherwise credit deductible."

Need compute member responsibility, plan paid. In-network after deductible: coinsurance 30% member /70% plan. But there are copay services: primary care, specialist, urgent care, ER, generic pharmacy. Copays flat; "Copays DO credit the deductible. Copays always credit the out-of-pocket maximum." Need adjudication order? For a visit with copay, service has copay. For urgent care, specialist office, generic pharmacy, copay flat. Are those also subject to deductible/coinsurance? Plan says "Copays DO credit the deductible" and accumulator addendum says "deductible_applied is lesser of allowed amount and room left under deductible threshold... Once applicable threshold is met, deductible_applied is 0.00, including for a copay that would otherwise credit the deductible." This implies copays normally applied and credit deductible, but if deductible threshold already met then the copay would otherwise credit deductible but deductible_applied 0. How calculate member responsibility? For copay services, likely member pays copay only, not coinsurance, based on plan doc. But need include plan paid = allowed - member responsibility. Some plans with copay until deductible? The plan says "Member cost share: Coinsurance after deductible, in-network 30% /70%; Primary care office visit 25 copay; Specialist office visit 50 copay; Urgent care 60; Emergency room 300 copay waived if admission..." It lists copays as member cost share. Copays DO credit deductible. This can mean even while deductible unsatisfied, copay is paid and counts toward deductible. But how much is deductible_applied for copay claim? The plan document says "A claim's deductible_applied is the LESSER of its allowed amount and room left under deductible threshold that applies to it" "Once threshold met, deductible_applied 0, including for a copay that would otherwise credit the deductible." This suggests for copay services, deductible_applied maybe the copay amount? Or allowed amount? Need infer. It says Copays DO credit the deductible. In accumulator addendum, "A claim's deductible_applied is the LESSER of its allowed amount and room left under deductible threshold that applies to it" — not necessarily "copay". Hmm.

Let's parse carefully.

Plan Document:
Member cost share
  Coinsurance after deductible, in-network ......... 30% member / 70% plan
  Coinsurance after deductible, out-of-network ..... 50% member / 50% plan
  Primary care office visit ........................ 25.00 copay
  Specialist office visit .......................... 50.00 copay
  Urgent care ...................................... 60.00 copay
  Emergency room ................................... 300.00 copay, WAIVED if the visit results in an inpatient admission, in which case the visit is subject to the deductible and coinsurance
  Generic retail pharmacy .......................... 10.00 copay
  Copays DO credit the deductible. Copays always credit the out-of-pocket maximum.

This seems a plan where applicable office visits have copay as member cost share, not deductible/coinsurance. But "Copays DO credit the deductible" unusual means for OOP, copays count; for deductible, if individual/family deductible not met, copay counts toward deductible? How is amount credited? Some plans count copay amounts toward deductible, but if service has copay, it isn't subject to deductible; however the copay dollar amount is credited to deductible. Example: specialist visit with $50 copay also credits $50 to deductible. That is plausible. Then deductible_applied is \$50? But the accumulator addendum says "A claim's deductible_applied is the LESSER of its allowed amount and the room left under the deductible threshold that applies to it"; maybe deductible_applied for copay services = copay amount? Let's examine wording: "A claim's deductible_applied is the LESSER of its allowed amount and the room left under the deductible threshold that applies to it" not "of its copay". Yet "Once the applicable threshold is met, deductible_applied is 0.00, including for a copay that would otherwise credit the deductible." This indicates copay credits deductible via deductible_applied. If threshold room is smaller than copay? "including for a copay that would otherwise credit the deductible" means a copay claim's deductible_applied is perhaps the copay amount? If threshold has less room, deductible_applied limited by room. But it says lesser of allowed amount and room, not copay. If allowed is much larger than copay, would use full room and overstate deductible credit, not plausible. Maybe their "deductible_applied" is the amount of allowed used to satisfy deductible; for copay services, since member pays flat copay but allowed amount isn't subject to deductible/coinsurance, how can deductible_applied be allowed? Let's think.

The harness likely tests a coherent custom plan. Need use definitions exactly.

Plan says member cost share calculated from allowed amount. For services with copay, member cost share is copay? The plan lists "Member cost share: Coinsurance after deductible... [then copays]" and "Copays DO credit the deductible." It might mean a copay service does NOT apply deductible/coinsurance, but the copay amount is counted toward deductible/OOPM. This is like a copay plan with deductible accumulator separate? Actually in real plans, copays don't usually count toward deductible, but this synthetic says they do.

Need figure how adjudicate claim amount with copay. We need compute member responsibility/plan paid/deductible_applied/copay_amount/coinsurance_amount. Claim components include copay_amount and coinsurance_amount. For copay-only services, coinsurance_amount=0, copay_amount=flat fee, deductible_applied=flat fee? member responsibility equals copay, plan paid allowed - copay. For services without copay (inpatient, admissions, surgery, pharmacy administration?) There is "specialty pharmacy administration" in-network no copay specified, so subject to deductible/coinsurance. Sleep study, ambulatory surgery likely no copay, subject. Outpatient procedure no copay. Immunization out-of-network routine: Preventive in-network no cost share; OON preventive subject to OON deductible and coinsurance. So no copay.

But some "specialist office visit" "urgent care" "generic retail pharmacy" have copay. Need apply copay as the only member cost share, with deductible_applied equal to copay? Let's verify with initial accumulators. If so, Claim 3 specialist B: allowed 339.69, member resp 50, deductible_applied 50, plan paid 289.69. Fine.

Need process all. Need be rigorous.

Need understand family accumulators and deductibles. Starting accumulators before line 1:
A ded 60.69 OOP 60.69
B ded 383.93 OOP 924.55
C ded 1524.34 OOP 2116.83
Family ded 1968.96 OOP 3102.07

These are running year-to-date balances? They represent before line 1. Need continue.

Deductible thresholds:
In-network individual 2500, family 5000. Embedded. OON individual 5000. Single member deductible balance for all in-network/OON credits measured against threshold depending on service. Family ded in-network 5000. OON claims measured against OON individual threshold only, not family. But credits still accumulate to family balance? It says OON credits accumulate to member and family balance. Family amount doesn't limit OON claim. Need conceptual.

For in-network claim: deductible_applied determined by min(member's individual in-network deductible remainder, family in-network deductible remainder) (embedded). Once both? For member, individual deductible remainder = max(0, 2500 - member deductible balance). Family remainder = max(0, 5000 - family deductible balance). The member can hit own individual before family? Family balance is sum of all members' deductible credits. If family not met, family remainder >0. Member remainder could be 0 while family not met; then deductible_applied 0 due min. That's okay; when member ded met but family not, no further deductible. If member not met but family met, min=0, so plan pays? Once family deductible satisfied, no member deductible for any member. Yes.

For OON claim: out-of-network individual remainder = max(0, 5000 - member deductible balance). Family not involved. Once member's same balance meets 5000, OON deductible_applied 0. But the member balance single includes all deductible credits from both in-network and OON. A member could have balance <5000, so OON claim can apply up to remaining to 5000. After threshold met, no ded for OON. The family in-network threshold may or may not met. A member cannot have in-network deduct after individual 2500 met; but OON threshold 5000.

OOPM:
Individual in-network 5500, family in-network 11000. Individual OON 11000. Once member reaches OOP max, plan pays 100% allowed for covered services remainder year. Need understand OOPM accumulation for OON? "Individual (out-of-network) 11000" likely separate? Plan doc says Out-of-pocket maximum: Individual (in-network) 5500, Family 11000, Individual (out-of-network) 11000. Once member reaches OOP max plan pays 100% of allowed amount for covered services. But in-network and OON OOPM? Need measure. There is single out-of-pocket member balance? Given starting "out-of-pocket" balances for A 60.69, B 924.55, C 2116.83, family 3102.07. These likely include all member responsibility (deductibles, copays, coinsurance) toward OOPM. In-network individual max 5500; OON individual max 11000. Maybe in-network claims after OOP balance >5500 pay 100%; OON claims after >11000 pay 100%. Need apply thresholds based on network for claim. Family OOPM 11000 in-network; OON not limited by family. Hmm.

Need compute with these.

Critical: Claim 4 B inpatient admission OON allowed 15484.21. Need adjudicate. For OON, service maybe inpatient admission with no copay (unless ER? no). Member responsibility = deductible_applied + coinsurance on remaining? Actually after deductible, coinsurance 50%. Member co-insurance = 50% of (allowed minus deductible_applied?) or after deductible. Usually if deductible applies, member pays amount up to deductible plus coinsurance on remaining allowed. So member_responsibility = deductible_applied + coinsurance%*(allowed - deductible_applied). For OON, coinsurance 50%. If member has reached OOP max maybe 100%. Need see.

Plan says "Coinsurance after deductible, out-of-network 50% member /50% plan". So yes.

For in-network non-copay: member = deductible_applied + 30%*(allowed - deductible_applied). But if OOPM reached, member_responsibility=0, plan paid allowed? It says once member reaches OOPM plan pays 100% of allowed amount. But then member responsibility 0, plan paid allowed. Need adjust if OOP max applies.

For copay service non-deductible? Need determine member responsibility and OOPM credit = copay amount? Deductible_applied = copay? Need use plan.

Also "Emergency room copay 300 waived if visit results in inpatient admission, in which case visit subject to deductible and coinsurance." None are ER? Claim 1 inpatient admission with surgery no copay; claim 14 inpatient with surgery no copay; claim 12 inpatient admission no copay; claim 16 inpatient admission with surgery. Fine.

"Preventive care: In-network preventive services required to be covered without cost share..." Claim 15 routine immunisation OON. OON preventive subject to OON deductible/coinsurance per rules. Need adjudicate normally.

Adjustments: Line 9 and 11 both adjustment to Claim 6. Wait Claim 6 was urgent care. Initial allowed 213.67. First adjustment corrected to 277.77. Line 11 adjustment to Claim 6 again: corrected to 277.77. Could be duplicate; final components as re-adjudicated by the adjustment (line 11? both). Need process. Since line 11 is another adjustment after line 9 and other claims processed? It will unwind current claim 6 credits and re-adjudicate. Because line 9 already changed, line 11 should unwind claim 6 from line 9 and re-adjudicate at line 11. Since corrected values same, but accumulators stand may be higher after claims 7,8,10 maybe thresholds, so final components may differ from line 9. Need process.

Claim 6 urgent care in-network, copay 60. Adjudicate with copay. Need know deductible_applied/copay. At original line 6, what are accumulators? Need process.

Let's set up a robust method.

Let's first decide adjudication formulas.

For every claim:
- If service has a copay category (specialist, urgent care, primary, generic retail, ER if not admitted? no ER here):
   Member responsibility = copay amount (unless OOPM reached? Plan says once member reaches OOPM plan pays 100% of allowed amount for covered services for remainder. Does that mean copay not charged either? Yes plan pays 100%, member responsibility 0). But if OOPM active, no cost share. Need handle. Starting OOP not at max, but later maybe C/B/A reach. If OOPM reached before a copay claim, member_resp=0, plan_paid=allowed (not just allowed - copay). Copay amount? Components: copay_amount maybe 0 if waived? We must report copay_amount for claims. If OOPM reached, copay_amount likely 0. Need see "Once member reaches out-of-pocket maximum, plan pays 100% of allowed amount for covered services". So member cost share zero; copay_amount=0. If not, copay_amount=flat.
   Deductible_applied for copay? It says copays DO credit deductible, so copay amount credits deductible, up to room under threshold? But what if OOPM reached? Copay zero, no credit. On the books, for original claim, if deductible threshold has available room, deductible_applied = copay amount (not allowed). If threshold already met, deductible_applied=0. Need maybe if room less than copay, deductible_applied=room, but copay still flat? "deductible_applied is LESSER of its allowed amount and room left" not copay. Hmm. Let's seek consistency. Suppose a copay service's allowed amount is 339.69, copay 50. If room left in deductible is 100, if deductible_applied were min(allowed, room)=100, then claim would consume 100 deductible but member only pays 50 copay, plan pays 289.69. That seems weird but possible? Could a plan credit deductible based on allowed amount instead of member cost? Usually no; copays credit OOP not deductible. But this synthetic plan says "Copays DO credit the deductible." It may mean the copay amount is added to deductible accumulator. The accumulator definition: "A claim's deductible_applied is the LESSER of its allowed amount and the room left under the deductible threshold that applies to it" was written generally. It might be intended to apply even to copay claims: the amount applied to deductible is allowed amount?? But copays DO credit the deductible; if allowed is $181 and room 2500, deductible_applied=$181, member pays $60 copay, plan pays $121? Plan paid = allowed - copay? This would mean plan pays 121, not allowed - deductible_applied - coins. The "coinsurance amount" key would be 0. Hmm.

Need infer from specific line "Once the applicable threshold is met, deductible_applied is 0.00, including for a copay that would otherwise credit the deductible." That implies for copay claims before threshold met, deductible_applied is the copay amount (the copay "would credit the deductible"). They wouldn't mention copay if deductible_applied were allowed amount; all claims would otherwise credit deductible. The wording "including for a copay" suggests copay claims' deductible_applied = copay amount (or maybe not because all allowed amounts credit deductible). Let's read: "A claim's deductible_applied is the LESSER of its allowed amount and the room left under the deductible threshold that applies to it: ... Once the applicable threshold is met, deductible_applied is 0.00, including for a copay that would otherwise credit the deductible." They may be explaining that "deductible_applied" equals amount of deductible satisfied by claim, and for copay claims it's the copay amount. The first bullet says lesser of allowed and room, not "member responsibility"; but if copays are member responsibility and credit deductible, then the amount crediting deductible is the copay, not allowed. Yet bullet doesn't include copay. Could be because for all services, the amount that counts toward deductible is member paid amount (deductible + coinsurance? no, coinsurance after deductible should not count toward deductible). Actually only "deductible_applied" is amount applied to deductible, not all member responsibility. For non-copay, it's amount of allowed applied toward deductible, equals member's deductible payment. For copay, the copay amount is applied toward deductible. So "lesser of allowed amount and room" would fail for copay if allowed > copay and room enough; it would overstate deductible credit. Unless for a copay service, the allowed amount is not used to calculate anything else, but maybe the copay amount is the "member cost share", and the plan weirdly credits the full allowed amount toward deductible? That would let patient satisfy deductible faster via office visits, unlikely but synthetic could.

Need find clue in output keys: claim_6_copay_amount, claim_6_coinsurance_amount. For urgent care, if formula is copay-only, coinsurance_amount=0. If formula includes deductible/coinsurance for urgent care despite copay, then copay might be 0? No, urgent care has copay 60. "Copays DO credit the deductible" maybe means for urgent care, member pays 60 copay, and it applies to deductible; after deductible satisfied, not subject to coinsurance. So coinsurance 0.

Need inspect plan wording "Copays DO credit the deductible. Copays always credit the out-of-pocket maximum." The phrase "copays always credit the 
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