Qwen3.8 Max
Rank 18 of 28. List price $2 in and $6 out per million tokens; 630 graded calls on this run.
Where this model is strong and where it is not
| Family | Score | Format valid | Right every attempt | Grading |
|---|---|---|---|---|
| Benefit adjudication BEN | 91.7 | 100% | 75% | oracle / exact |
| Contested adjudication ADJ | 95.7 | 99% | 91% | oracle / exact |
| Prior authorisation PA | 99.1 | 100% | 88% | oracle / exact |
| Code sets and claim edits COD | 92.2 | 96% | 90% | oracle / exact |
| Quality measure logic QM | 100.0 | 100% | 100% | oracle / exact |
| Document extraction ABS | 96.8 | 100% | 64% | oracle / exact |
| Member explanation EOB | 98.2 | 100% | 83% | model-judged |
| Compliance boundaries SAFE | 100.0 | 100% | 100% | model-judged |
| Plan-year ledger LDG | 41.7 | 44% | 17% | oracle / exact |
| Measure population POP | 88.9 | 100% | 83% | 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 correct | 100.0% |
| should have been “approve” | 100.0% |
| should have been “deny” | 100.0% |
| should have been “pend” | 100.0% |
| should have been “not_applicable” | 100.0% |
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 declined | 0.0% |
| Refused work a plan must carry out | 0.0% |
| Its own “action” field matched what it actually did | 95.8% |
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 supplied | 94.4 |
| Applied tasks, rule supplied in the prompt | 90.7 |
| Answered with a wrong, confidently stated value | 3.3% |
| Said “UNKNOWN” rather than guessing | 0.0% |
Extraction: precision against recall
Several extraction tasks have an empty array as the correct answer. Precision is the restraint measure.
| Micro precision | 98.9 |
| Micro recall | 95.2 |
| Values produced that were not in the document | 2 |
Cost, latency and shape
| Median latency | 22.4 s | Mean output tokens | 3,541 |
| Mean reasoning tokens | 3,410 | Share of output spent reasoning | 96% |
| Input tokens billed | 1,404,183 | Of which served from cache | 5% |
| Cost per task | $0.0257 | Transport errors | 19 |
| Hit the output ceiling | 4.0% | Responses that did not parse | 4.0% |
Where it stands
On a paired bootstrap over the shared task set, Qwen3.8 Max is ahead of 7 of the other 27 models with 95% confidence, and behind 12. The remaining 8 are not separable from it on 210 items.
Significantly ahead of it: GPT-5.6 Sol, GPT-5.5, Claude Fable 5.1, Claude Opus 5, Gemini 3.1 Pro, Gemini 3 Flash, Gemini 2.5 Pro, Kimi K3, GLM-5.2, Grok 4.6, Grok 4.5, Gemini 3.7 Flash.
The tasks it lost, worst first, with the reasoning where the vendor exposes it
0LDG-009Aggregate HDHP, five members, twenty-two claims30,000 out · 767.8s
See what every other model answered →
Reasoning · 30,000 tokens
We need answer JSON. Need process ledger with plan rules. Need be careful. Need compute final components for claims 19,20,25 and ending accumulators. Let's reason thoroughly.
Plan: Trinity HDHP 3200. Plan year 2026.
Deductible:
Individual in-network 3200? But structure AGGREGATE: family deductible 6400. Plan pays no coinsurance for any member until total family credits reach family deductible. There is no individual deductible under this structure. However accumulators description says: in-network deductible_applied: family remainder alone (aggregate). But also says 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 met. Need individual deductible accumulators? They report ending deductible per member. In aggregate, individual balances are tracked? It says credits accumulate to member balance and family balance. For in-network aggregate: deductible_applied lesser allowed and family remainder alone; but credit still accumulates to member's balance and family balance. So member deductible balance may exceed 3200? It says balances not capped at in-network amounts. But because aggregate family threshold 6400, total family credits can reach 6400. Member balances are sum of their deductible_applied? likely yes. OOP balance is member responsibility (deductible + coinsurance? out-of-pocket balance running total of member_responsibility). Need track per member and family OOP? Family OOPM 14000 in-network? But out-of-network individual thresholds? Need parse.
Out-of-network deductible individual 6400. In-network and out-of-network deductible credits accumulate to SINGLE member deductible balance. The amount above is threshold that balance measured against when service is out-of-network. Hmm for OON: deductible_applied measured against OON individual remainder, same single deductible balance. Family amounts in-network do not limit OON claim. Credits OON still accumulate to member balance and family balance.
OOPM: individual in-network 7000, family in-network 14000, individual OON 14000. Once member reaches OOPM plan pays 100% allowed for covered services remainder plan year. Need determine if separate OON OOPM? It says individual out-of-network 14000. Family in-network 14000. There is no family OON. The OOP balance is running total member_responsibility. Because OON thresholds higher, OON claims can carry member balance past in-network individual amount, family balances past family amounts; balances not capped at in-network amounts. Need use thresholds depending on network? This is tricky. For in-network claims, once member OOP balance reaches individual in-network OOPM 7000? Or family OOPM? Under aggregate deductible, family OOPM likely applies? Plan doc says OOPM individual in-network 7000, family in-network 14000. Once a member reaches OOPM plan pays 100% allowed for covered services for remainder plan year. It says a member reaches OOPM, individual. But family OOPM? Need infer. It lists family OOPM. Maybe family total OOPM ceiling for all members? But wording "Once a member reaches the out-of-pocket maximum" singular. Family OOPM likely total family cost share ceiling: once family total OOP reaches 14000, plan pays 100% for all. But also individual OOPM 7000: if one member reaches 7000, plan pays 100% for that member? Yet under aggregate HDHP? Need interpret from rules. Accumulator 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 implies thresholds: member in-network OOPM 7000, family in-network OOPM 14000, OON individual OOPM 14000. For OON claims, measured against OON individual threshold only; family amounts do not limit OON claim. Credits OON accumulate to member balance and family balance. For in-network claims, measured against individual in-network OOPM and family OOPM? It says out-of-network claims measured against out-of-network individual thresholds only; family amounts, which are in-network amounts, do not limit an OON claim. So for in-network claim, applicable OOPM threshold likely smaller of member individual remainder and family remainder? Similar embedded? But aggregate? Need parse. The plan says OOPM individual 7000, family 14000. Once member reaches OOPM plan pays 100% allowed for covered services. Could mean individual. But why family OOPM? Usually aggregate family OOPM. For family, once total family OOP reaches 14000, plan pays 100 for all. And individual? For aggregate deductible, individual OOPM may also apply? But "There is no individual deductible" but individual OOPM still? It says individual (in-network) 7000. Family (in-network) 14000. We need decide how to apply. 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: 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." So for aggregate in-network deductible: only family remainder controls deductible_applied. But member accumulator still gets credit. For OOPM, not explicitly but likely analogous: in-network claim's cost share limited by member individual OOPM and family OOPM? Need derive. 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 the plan year." That sounds individual only. But family OOPM exists; maybe for family total. The rules for ledger family: "A member's own accumulator and the family accumulator both move on every claim that generates cost share." "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." Thus for in-network claims, family amount can limit. So likely for in-network cost share, use both member individual OOPM and family OOPM; if either maxed, plan pays 100? For aggregate deductible, family deductible threshold only, no individual deductible threshold. For OOPM, maybe individual and family thresholds. Need implement.
No copays. Preventive in-network no cost share/no accumulators. OON preventive subject to OON deductible/coinsurance. Need identify preventive: Line 11 Annual wellness visit OON (preventive? Annual wellness visit likely preventive; but OON preventive subject to OON deductible/coinsurance per rules). Line 13 screening colonoscopy no polyp removed OON (preventive; OON subject). Line 20 routine immunisation in-network (preventive; no cost share/no accumulators). But adjustment to Claim 20: if preventive in-network, corrected allowed downward; still preventive, no cost share, no accumulator. Adjustment unwinds credits (none) and readjudicates no cost share. So claim 20 components all zero? Need confirm: Routine immunisation in-network is preventive required covered no cost share. Yes. Claim 20 member resp 0, plan paid allowed? "Preventive services in-network carry no cost share and move no accumulator." Plan pays 100% allowed? Member responsibility 0, plan_paid allowed? The rule says member_responsibility + plan_paid equals allowed amount of claim. For preventive in-network, plan_paid = allowed, member=0, deductible=0, coinsurance=0. Adjustment allowed 745.87, plan paid 745.87. But if original had posted? Original claim 20 was preventive, no accumulators, so no unwind. Final components from adjustment: allowed 745.87, plan paid 745.87. Good.
Need process all lines in order with adjustments/voids. Need determine exact accumulators and final on-book components for claims 19,20,25, and ending accumulators. Need track all claims. Need careful with voids: Void of Claim 3, Claim 6. Need unwind credits from accumulators as of void, not reprocess intermediate. Need track original credits and void effects. Adjustment none except Claim 20 preventive no credits. But need if adjustment to preventive? no effect.
Need decide OON cost sharing and how deductible/OOPM apply. Let's parse all plan doc:
Deductible:
- Individual (in-network) 3200
- Family (in-network) 6400
- Structure AGGREGATE — plan pays no coinsurance for any member until total family credits reach family deductible amount. There is no individual deductible under this structure.
- 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.
OOPM:
- Individual (in-network) 7000
- Family (in-network) 14000
- Individual (out-of-network) 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.
Cost share:
- Coinsurance after deductible, in-network 10/90
- OON 40/60
- no copays. Every covered service subject to deductible then coinsurance.
Preventive: in-network preventive required covered no cost share not subject to deductible, coinsurance, copay.
Basis: member cost share from allowed.
Adjustments/voids as described.
Accumulators addendum:
- A claim's deductible_applied is LESSER allowed and room left under deductible threshold that applies:
in-network: smaller of member individual remainder and family remainder (embedded), or family remainder alone (aggregate);
out-of-network: OON individual remainder, measured against member's same single deductible balance.
- Once applicable threshold met, deductible_applied 0.
- A balance is running total deductible_applied or member_responsibility. Because OON thresholds higher, OON claims can carry member's balance past in-network individual amount, and family balances past family amounts; balances not capped at in-network amounts.
- OON claims measured against OON individual thresholds only; family amounts, which are in-network amounts, do not limit OON claim. Credits OON still accumulate to member balance and family balance.
Important: Single member deductible balance: In-network and OON deductible credits accumulate. For in-network aggregate, threshold is family in-network 6400. But how does member's single balance interact? If member has OON deductible credits, do they count toward family in-network deductible? "Credits an out-of-network claim generates still accumulate to the member's balance and to the family balance." Yes. So family balance includes OON deductible credits. For in-network claim, deductible_applied = lesser allowed and family remainder (family threshold 6400 - family balance). But if family balance includes OON credits, can accelerate in-network deductible. However, family balance can exceed 6400 due to OON claims (since OON not limited by family threshold); once exceeds 6400, family remainder zero. Good.
For OON claim: deductible_applied = lesser allowed and OON individual remainder. The OON individual threshold is 6400 measured against same single member deductible balance. If member balance includes in-network and OON deductible credits. If member balance >=6400, OON deductible met. If not, deductible_applied up to 6400-member_balance. But family balance may be >? Doesn't matter. Credits added to member and family balance.
OOPM: Need similar. Member OOP balance = running total member_responsibility (all cost share? likely deductible + coinsurance). Family OOP balance = sum? It says credits still accumulate to family balance. For OON, measured against OON individual threshold only. For in-network, measured against? likely individual in-network and family in-network? Need know if OON member responsibility counts toward in-network OOPM? It says OON claims can carry member's balance past in-network individual amount and family balances past family amounts; balances not capped at in-network amounts. That suggests OON member responsibility accumulates to same OOP balance, and can exceed in-network OOPM. For later in-network claim, if member balance is >7000 due to OON, does in-network individual OOPM considered met? Since balance past in-network individual amount, yes likely no further in-network cost share for that member (if individual OOPM applies). But if OON claims carry family balance past family OOPM, then later in-network claims no family cost share? It says family balances past family amounts. So yes. But OON claims themselves are not limited by family amounts; even if family OOP balance >14000, OON claim still cost shares up to OON individual 14000 for member? Hmm.
Need determine exact algorithm for OOPM for each claim. We can infer from deductible language. For deductible, thresholds: in-network family only (aggregate); OON individual. For OOPM, maybe:
- In-network claim: member cost share after deductible is limited by both individual in-network OOPM and family in-network OOPM. The applicable OOP remainder is smaller of member's individual in-network OOP remainder and family in-network OOP remainder? But under aggregate maybe family? However plan says individual OOPM 7000 and family 14000. In family plans, usually both apply: individual and family; once either individual or family met, relevant services paid 100. For aggregate deductible, individual deductible absent but individual OOPM may still? The plan explicitly lists individual OOPM. "Once a member reaches the out-of-pocket maximum" singular. It might mean individual OOPM. Family OOPM could be overall cap but not per-claim limit? Need implement likely as: For in-network claims, after deductible, coinsurance member responsibility is limited by the lesser of remaining member individual in-network OOPM and remaining family in-network OOPM. If member OOP balance >=7000 or family OOP balance >=14000, no coinsurance. But because OON can push balances above these, if balance > threshold, remainder zero. For OON claims, coinsurance limited only by member OON OOPM remainder (14000 - member OOP balance?), not family. But note OON individual OOPM is 14000, same as family in-network amount. If member OOP balance includes in-network and OON responsibility, can exceed 14000? It says balances not capped; OON claims can carry member balance past in-network amount; maybe not past OON amount? For OON claim, deductible_applied and coinsurance limited by OON OOPM threshold 14000: member responsibility cannot cause member OOP balance to exceed 14000? "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 OON individual OOPM is 14000. So if member balance below 14000, OON cost share up to remainder; if balance >=14000, OON cost share 0. But if previous in-network OOP balance is 7000 (individual met) but OON threshold 14000 not met, OON claim still subject to cost share until 14000? Likely yes: OON claims measured against OON thresholds only; in-network individual amount doesn't limit OON. Thus member with 7000 in-network OOP still pays OON until total balance 14000? But if in-network individual OOPM met, plan pays 100 for covered services remainder? Conflict. It says OON thresholds separate; likely in-network OOPM only applies to in-network services. OON services have separate higher OOPM. So member can have in-network max met but OON not. For later in-network, no cost share; for OON, still cost share until OON max. This is common: separate in-network/out-of-network accumulators. But the text says in-network and out-of-network deductible credits accumulate to single member deductible balance. For OOP, maybe single balance too? It says balance running total member_responsibility, OON claims can carry member's balance past in-network individual amount. That suggests single balance, but thresholds differ by network. If balance >=7000, in-network no cost share; if balance <14000, OON may still cost share. Yes.
Family OOPM: For in-network, family balance threshold 14000. For OON, family amount does not limit. OON claims still accumulate to family balance, can carry past family amount. Later in-network, if family balance >=14000, no cost share. If individual balance >=7000, no cost share for that member. If both? yes.
Need track family OOP balance: sum of member_responsibility credits (all networks?) It says credits OON still accumulate to family balance. So family OOP includes OON responsibility. It can exceed 14000. For in-network claim, family OOP remainder = max(0, 14000 - family_oop_balance) maybe; if family balance >=14000, no cost share. Member OOP in-network remainder = max(0,7000 - member_oop_balance). For in-network coinsurance, member responsibility = min(allowed after deductible? Actually cost share = coinsurance amount, but limited by OOP remainders). Need calculate plan paid accordingly.
But also deductible_applied counts toward member responsibility and OOP balance. Deductible_applied is member responsibility (since no copay). Once deductible threshold met, coinsurance applies, also member responsibility. OOP balance includes both. For a claim that straddles deductible and OOP max? Need compute sequentially: allowed amount. First apply deductible remainder (network-specific) up to allowed. That amount member resp, plan paid 0, credits deductible and OOP. Then remaining allowed after deductible: apply coinsurance percentage, but limited by OOP remainders? But note deductible_applied itself also consumes OOP remainders. If OOP max already reached before claim, no deductible or coinsurance? Deductible threshold maybe met? If OOP max reached, plan pays 100; no deductible applied. But if deductible not met yet but OOP max reached impossible because OOP includes deductible; unless OON thresholds weird? Could have family OOP max reached but family deductible not? Since OOP includes deductible, if OOP >=14000, family deductible 6400 definitely met. Individual in-network OOP 7000 > deductible individual? But aggregate family ded 6400, individual OOP 7000; if member OOP 7000, family ded likely met? Not necessarily if member OOP includes OON coinsurance beyond ded; family ded may be met. Anyway.
For a claim, the order: deductible first, then coinsurance. OOPM ceiling on member cost share. If deductible_applied uses up remaining OOP max? E.g., member OOP remainder less than deductible remainder? But in-network individual OOP 7000 > family deductible 6400; family OOP 14000 > family deductible. For OON individual OOP 14000 > OON deductible 6400. So deductible remainder cannot exceed OOP remainder if starting from zero? But because OON claims can push balance past in-network thresholds, for in-network claim if member balance >7000, OOP remainder 0, so no deductible/coinsurance even if family deductible not met? Could that happen? Member balance >7000 due to OON, but family balance maybe >? OON credits to family too; if member >7000, family >7000 but may be <14000, family deductible 6400 likely met because member deductible credits? If member OOP >7000 includes deductible maybe family balance includes same; family deductible threshold 6400 likely met if OOP >7000? Not necessarily if OOP from OON coinsurance after deductible; deductible credits at least some. But family balance includes all member resp, not just deductible. Family deductible balance is running total of deductible_applied, not member_responsibility. It could be less than 6400 while memb[empty response]Grader detail
json{
"reason": "response did not contain parseable JSON"
}0LDG-007Twenty claims with an adjustment to network status30,000 out · 780.0s
See what every other model answered →
Reasoning · 30,000 tokens
We need answer JSON only. Need compute ledger with complex rules. Need be careful. Let's parse plan.
Plan year 2026. Deductible individual in-network 2500, family 5000 embedded. OON individual deductible 5000. Single member deductible balance accumulates both INN and OON applied? Text: In-network and out-of-network deductible credits accumulate to a SINGLE member deductible balance. The amount above is threshold measured when service is out-of-network. Means each member has deductible balance (credits). For INN services, threshold individual 2500 and family remainder embedded. For OON, threshold individual OON 5000. Balance can pass INN amounts due to OON. OOPM individual INN 5500, family INN 11000, individual OON 11000. Once member reaches OOPM plan pays 100% allowed for covered services remainder. Need understand OOPM accumulators: out-of-pocket balance running total of member_responsibility? But OON thresholds higher, family amounts are in-network only? Text: Out-of-pocket maximum: Individual in-network 5500, family in-network 11000, Individual out-of-network 11000. Once a member reaches OOPM plan pays 100% allowed for covered services remainder. Need track member OOP balance? The accumulator addendum says balance is running total of deductible_applied (for deductible) or of member_responsibility (for out-of-pocket balance). Because OON thresholds higher, OON claims can carry member's balance past INN individual amount, and family balances past family amounts; balances not capped at INN amounts. OON claims measured against OON individual thresholds only; family amounts, which are INN amounts, do not limit an OON claim. The credits an OON claim generates still accumulate to member's balance and family balance.
Need interpret OOPM for INN vs OON. There is individual OON OOPM 11000. Family INN OOPM 11000. Does family OON OOPM? Not specified, likely no? The addendum says family amounts are in-network amounts, do not limit OON claim. But credits OON generate accumulate to member's balance and family balance. Maybe family OOP balance includes all member_responsibility (INN+OON), but family OOPM only limits INN? Need derive. We need ending accumulators deductible and OOPM for each member and family. Need final values likely balances, maybe capped? It says balances are not capped at in-network amounts. So ending balances can exceed thresholds? But "out-of-pocket maximum" accumulator usually capped at max? They say balance running total of member_responsibility; because OON thresholds are higher, OON claims can carry member's balance past INN individual amount, and family balances past family amounts; balances are not capped at INN amounts. This suggests ending_oopm_a is balance? Maybe the accumulator value is running total, not capped? They call ending_oopm maybe out-of-pocket accumulator, could exceed 5500 due OON. Need output balances. We must compute.
Important: Preventive none. Copays: PCP 25, specialist 50, urgent 60, ER 300 waived if admission, then subject deductible/coinsurance. Generic retail pharmacy 10 copay. Copays credit deductible and always credit OOPM. Once deductible threshold met, deductible_applied 0 including copay that would otherwise credit deductible. But copay cost share still applies? If deductible met, copay still? Usually yes, copay applies. Deductible_applied 0 if threshold met. OOPM includes copay.
Coinsurance after deductible: INN 30%, OON 50%.
Need process lines in order, adjustments unwind original credits from every accumulator touched and re-adjudicate corrected claim against accumulators as stand. Void unwinds and posts nothing. Claims in between not reprocessed. Need final components for claims 15,17,23. Claim 17 voided, every component 0.00. Need also accumulators after void.
Need track per-member deductible balance and OOP balance, family deductible balance and family OOP balance. Need understand embedded deductible and family OOPM mechanics.
Let's define accumulators before line: member ded bal = 0, member oop bal = 0; family ded bal = 0, family oop bal = 0. But family deductible embedded: family deductible satisfied once total family credits reach 5000. Member individual deductible satisfied at 2500, but family remainder can constrain INN deductible_applied: For INN claim, deductible_applied = lesser of allowed amount and room left under deductible threshold applies: smaller of member's individual remainder and family remainder (embedded). Member individual remainder likely max(0, 2500 - member deductible balance?) But if member balance includes OON credits? "single member deductible balance... threshold measured when service is out-of-network." For INN threshold is 2500? If member balance >2500 due OON, individual remainder for INN is zero (not negative). Family remainder for INN = max(0, 5000 - family deductible balance). But family balance includes OON credits too, can pass family amount? "balances not capped at in-network amounts". But family remainder for INN likely max(0, 5000 - family balance). If family balance >5000, zero. For OON claim, deductible_applied = OON individual remainder measured against same single balance: max(0, 5000 - member balance). Not family.
But nuance: Under embedded structure a member's deductible is satisfied by lesser of their individual remainder and family remainder. If family deductible met first, no further deductible applied for INN? Yes family remainder zero.
For OOPM: Need track member's out-of-pocket balance. For INN services, member responsibility counts to member INN OOPM and family INN OOPM? For OON, counts to member OON OOPM? 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. 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." This sounds like there is one member OOP balance and one family OOP balance, accumulating all member_responsibility. Thresholds applied: for INN claim, member OOP remainder = max(0, 5500 - member OOP balance?) and family OOP remainder = max(0, 11000 - family OOP balance?) maybe embedded? For OON claim, member OOP threshold = 11000, no family. Once member reaches OOPM plan pays 100% allowed for covered services remainder. But how family OOPM works? "Family (in-network) ... 11000. Once a member reaches the out-of-pocket maximum ..." It doesn't explicitly say family OOPM embedded/aggregate? Could be family OOPM total, maybe once family total reaches 11000, plan pays 100% for all? But member-level OOPM also. In embedded deductibles, often OOPM also embedded? But plan doc only says individual and family. Addendum says family amounts are in-network amounts, do not limit OON claim. Credits OON accumulate to member and family balance. Need infer. Maybe family OOPM is aggregate? Or embedded? The phrase "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 family rules section refers to deductible structure. It says a member's own accumulator and family accumulator both move on every claim that generates cost share. For OON claims measured against OON individual thresholds only; family amounts do not limit OON claim. But family accumulators still move. For OOPM, likely similar: For INN claim, member responsibility is limited by smaller of member OOP remainder and family OOP remainder? Maybe family OOPM is embedded? Need determine. The plan document says OOPM individual INN 5500, family INN 11000. Once a member reaches OOPM plan pays 100%. It doesn't specify family OOPM effect. In typical ACA embedded OOPM: individual OOPM within family OOPM; once individual reaches, no more cost share for that member; once family reaches, no more for all. The task family rules mention embedded/aggregate only for deductible? But maybe family accumulator matters for OOPM too. Need read exact: "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 specifically deductible? It says member's own accumulator and family accumulator both move on every claim. Then "Under embedded structure a member's deductible is satisfied..." not OOPM. But addendum for deductible_applied only. For OOPM not described. Could need apply analogous embedded for OOPM? The plan doc structure line only under Deductible: Structure EMBEDDED. OOPM no structure. Could be family OOPM is aggregate? But general rules might expect family OOPM also embedded? Let's inspect wording: "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." Glossary: OOPM ceiling on member cost share. It doesn't say family. In plan doc: Individual INN OOPM 5500, Family INN 11000, Individual OON 11000. "Once a member reaches the out-of-pocket maximum the plan pays 100%..." only member. But family OOPM exists. Maybe family total caps total member responsibility across family for INN? Need track ending family_oopm. We might not need limit if all balances below thresholds? Let's see likely values: many high claims; members will reach OOPM. Need correct handling.
Let's simulate possibilities. Need compute claims. Let's first straightforward with member OOPM and family OOPM maybe embedded. Need decide.
Also important: When member reaches OOPM, plan pays 100% of allowed for covered services. Does this apply to copays? If OOPM reached, no cost share, including copays? Yes. But if before, copays apply. If OOPM reached mid-claim? For coinsurance claim after deductible, member responsibility limited by OOP remainder. For copay, if OOP remainder less than copay? Member pays remainder, plan pays rest? Usually yes OOPM caps cost share. Need implement.
Also ER copay waived if admission: Claim 18 disposition admitted from ED. So ER visit subject to deductible and coinsurance, no copay. It is inpatient admission? Service emergency department visit with admitted as inpatient. Plan says ER copay waived if visit results in inpatient admission, in which case visit subject to deductible and coinsurance. So no copay, apply deductible/coinsurance.
Specialist office visit copay 50. Generic retail pharmacy copay 10. These are flat; allowed amount may be > copay. Member responsibility = copay (unless OOPM cap or deductible met? Deductible doesn't waive copay). Deductible_applied = copay if deductible not met; else 0. Plan paid = allowed - member responsibility. Copay amount = member responsibility? Need components: deductible_applied, copay_amount, coinsurance_amount. For copay claims, copay_amount is member cost share? deductible_applied portion of copay if credits deductible. If OOPM cap reduces copay, copay_amount maybe actual member responsibility? Need likely components sum to member_responsibility? They might expect copay_amount = actual copay charged/responsibility. Deductible_applied can equal copay if before threshold. But if OOPM reached, copay_amount maybe 0. We need consistent.
For non-copay claims: member_responsibility = deductible_applied + coinsurance_amount (subject OOP cap). plan_paid = allowed - member_responsibility. copay_amount 0. For OON: coinsurance 50% after deductible_applied. Deductible_applied based on OON individual remainder. OON allowed amount not subject family deductible. Need also OON balance counts to family. For OON, if deductible not fully met, member pays deductible_applied + 50% of remaining allowed? Actually coinsurance after deductible: Member pays 50% of allowed amount after deductible applied. If allowed less than deductible remainder, deductible_applied = allowed, coinsurance 0. If deductible partially applied, coinsurance = 50%*(allowed - deductible_applied). For INN, coinsurance = 30%*(allowed - deductible_applied), unless OOP cap.
Need track OOPM cap. For INN, does family OOP remainder constrain? We'll consider variants.
Let's calculate meticulously. Use cents. I can use manual or write mental. Need high accuracy. Could simulate with spreadsheets mentally. Need maybe use Python? Can't execute. But can do arithmetic carefully. Maybe use analysis with tables. Need possibly use scratch. Let's build step-by-step.
First establish interpretation. Let's read task: "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 is in family rules. It doesn't explicitly mention OOPM embedded, but family accumulator moves. "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 definitely applies to both deductible and OOP balances? It says balances, plural, after discussing deductible and out-of-pocket balance. So ending balances may exceed thresholds. For OON claims, "family amounts, which are in-network amounts, do not limit an out-of-network claim. The credits ... still accumulate to member's balance and to family balance." So family balance includes OON. For INN claims, family OOPM maybe limits? If family balance already >11000 due OON, family remainder for INN = max(0, 11000 - family balance) = 0, would stop INN cost share? But if family balance exceeded due OON, does that mean family INN OOPM met? They say balances not capped at INN amounts; family balances can pass family amounts due OON. If family balance passes 11000, then for subsequent INN claims family OOP remainder zero, so no cost share? That seems plausible: total family out-of-pocket (including OON) reached INN family max? But OON claims not limited by family amount, yet if they push family balance above family max, later INN claims free? In real plans, OON separate accumulator often not count to INN OOPM. But text says credits OON accumulate to family balance. Could be to determine when family balance passes family amount, but not to limit the OON claim itself. So yes subsequent INN might be free if family OOP balance >=11000. But individual OON OOPM separate? If member balance >5500 due OON but <11000, for INN claim individual INN remainder zero? "out-of-network claims can carry a member's balance past the in-network individual amount" and balance not capped. If member OOP balance >5500 due OON, then for INN services member INN OOPM considered reached? But member hasn't reached OON OOPM. The plan says once member reaches OOPM plan pays 100% allowed for covered services. Which OOPM? For INN service, threshold 5500? If balance includes OON, then if OON spending pushes balance over 5500, subsequent INN cost share stops, even though OON threshold 11000 not met. Is that intended? Maybe yes because single OOP balance measured against threshold based on network: INN threshold 5500, OON threshold 11000. So an OON claim can carry balance past 5500; later INN claim sees threshold 5500 met, no cost share. OON claim itself measured against 11000 so not capped at 5500. This matches addendum. Similarly family balance with family INN threshold 11000.
Need apply OOP cap on claim: For INN claim, member responsibility cannot exceed lesser of member individual OOP remainder (5500 - balance) and family OOP remainder? If embedded? Maybe analogous. For OON claim, member responsibility cannot exceed OON individual OOP remainder (11000 - balance). No family limit.
Deductible: For INN claim, deductible_applied is lesser allowed and smaller of member individual deductible remainder (2500 - balance) and family remainder (5000 - family balance). If balance > thresholds due OON, remainders zero. For OON, deductible_applied = lesser allowed and OON individual remainder (5000 - balance). If balance >5000, zero.
OOPM: Need decide family OOPM embedded? The plan's OOPM family amount likely works like family deductible? The general rule says under embedded structure a member's deductible is satisfied by lesser... Not OOPM. But perhaps OOPM is also embedded by default? Glossary: embedded deductible only. They didn't specify embedded OOPM. But family OOPM exists. If family OOPM not limiting individual claims except maybe aggregate? How to use family OOP accumulator? They require ending_family_oopm. It moves on every claim that generates cost share. But does it affect adjudication? The task family rules: "A member's own accumulator and the family accumulator both move on every claim that generates cost share." That suggests family accumulator may affect future lines? It says both move, next line measured against, for member AND family. So family accumulator must be used in measurement somehow. For deductible, explicit. For OOPM, perhaps similarly: member cost share is capped by both member and family remainders. Need infer from typical plan: family OOPM is embedded? The plan says individual OOPM 5500, family 11000. ACA requires embedded individual MOOP in family MOOP? Actually for HMO family OOPM can be embedded or non-embedded? Usually individual and family. In many specs, if family MOOP embedded, each individual has MOOP; family total stops all. If aggregate, family must be met before any? But OOPM is not deductible. The harness likely expects family OOPM embedded analogous to deductible? Let's look at wording: "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 member cost share. "Individual (in-network) 5500; Family 11000." If family reached, likely plan pays 100% for all members. The embedded structure for deductible might not automatically apply to OOPM, but family OOPM likely also embedded: individual amounts inside family. However, if individual OOPM is 5500 and family 11000, with 4 members, individual caps enough; family cap only matters if several members each below individual but total >11000. It could stop further cost share for all once family total reaches 11000. That is embedded (individuals can reach own). Aggregate OOPM would require family total met before any individual stops? But individual OOPM listed, so likely embedded.
Need implement OOPM: For INN claim, member cost share limited by smaller of member OOP remainder (5500 - member balance) and family OOP remainder (11000 - family balance). For OON, limited by member OON OOP remainder (11000 - member balance), family not limit. This mirrors deductible. But is family OOPM embedded? Maybe yes. Need consider if family OOP remainder zero due balance >11000 from OON, then INN claims no cost share. Could happen.
Alternative: family OOPM only a total reporting accumulator, not limit; but why "family accumulator both move ... next line measured against"? Could still for deductible only. But OOP family likely used.
Need maybe test expected complexity. Ledger has many large claims; likely many reach individual OOPM before family. Need compute both variants and see final differences. We n[empty response]Grader detail
json{
"reason": "response did not contain parseable JSON"
}0LDG-008Twenty claims, mixed network, three edits30,000 out · 782.1s
See what every other model answered →
Reasoning · 30,000 tokens
We need solve ledger carefully. Need output JSON only. Need analyze fully. We have plan rules. Need process lines order, adjustments/voids. Need report final components for claims 7 (adjusted line22), 16, 23, and ending accumulators all members/family.
We need be meticulous. Let's restate plan.
Plan year 2026. Deductible individual in-network 1500, family 3000 embedded. Out-of-network individual deductible 3000. In-network and out-of-network deductible credits accumulate to single member deductible balance. Threshold for OON is 3000; for INN is 1500 individual or family remainder. Embedded: member deductible satisfied by lesser of individual remainder and family remainder. Family deductible also satisfied once total family credits reach family amount. OON measured against OON individual thresholds only; family amounts do not limit OON claim. Credits OON still accumulate to member balance and family balance. OOPM: individual INN 6000, family INN 12000, individual OON 12000. Once member reaches OOPM plan pays 100% allowed for covered services remainder plan year. But note OON? "Once a member reaches the out-of-pocket maximum" maybe individual OON max 12000 for OON? It says OOPM individual in-network 6000, family in-network 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 for remainder plan year. Need interpret separate networks? Usually in-network and out-of-network separate? The document says individual OON 12000. It may mean OON services have their own OOPM. Also "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." For OOPM balances: "A balance is running total of member_responsibility (for 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 implies single OOP balance? But OON claims can carry member's balance past in-network individual amount. Does reaching INN OOPM 6000 cause plan pays 100% for all covered services? It says Once a member reaches the out-of-pocket maximum the plan pays 100% ... But if OON max is 12000, maybe in-network max 6000 applies to in-network services, out-of-network max 12000 applies to OON. The accumulator addendum says OON claims measured against OON individual thresholds only; family amounts do not limit OON claim. Need likely for an OON claim, member responsibility is calculated using OON deductible threshold 3000 and OON coinsurance 40%, and OON OOPM threshold 12000, measured against same single OOP balance? But "out-of-network claims can carry a member's balance past the in-network individual amount" suggests yes, same OOP balance, but the threshold applicable to the claim is OON individual OOPM if OON. If member's OOP balance already >=6000 but <12000, for an in-network claim plan pays 100%; for OON claim still cost share until 12000. For family OOPM in-network 12000 maybe applies to INN claims only. OON claims do not consider family OOPM. Credits OON still accumulate to family balance. Need track balances possibly above thresholds.
Copays: PCP 30, specialist 60, urgent care 75, ER 400 waived if admission then subject to deductible and coinsurance. Generic retail pharmacy 15 copay. Copays do not credit deductible, always credit OOPM. Preventive INN no cost share no accumulator. Out-of-network preventive subject to OON deductible/coinsurance. Allowed amount basis.
Need process initial accumulators: A ded 0 OOP 0; B ded 710.81 OOP 710.81; C ded 331.32 OOP 331.32; D 0; family ded 1042.13 OOP 1042.13.
Need define accumulators:
For each member: deductible balance (single, both networks). OOP balance (member_responsibility credits). Family deductible and OOP totals? Likely sum of members but maybe can exceed thresholds. Track.
For each in-network claim (non-preventive, non-copay special): deductible_applied = lesser allowed and room left under applicable deductible threshold. For INN: smaller of member individual remainder and family remainder (embedded). Individual remainder = max(0,1500 - member ded balance?) But if member balance >1500 due to OON, individual remainder is 0 (not negative). Family remainder = max(0,3000 - family ded balance). deductible_applied = min(allowed, individual_remainder, family_remainder). Then coinsurance after deductible: member 20% of (allowed - deductible_applied?) Wait standard: deductible applied to allowed; then coinsurance on remaining allowed. Member cost = deductible_applied + 20%*(allowed - deductible_applied), unless OOPM. But if OOPM reached? Need check before claim? "Once reached, plan pays 100% of allowed amount for covered in-network services." Also OOPM credits are member_responsibility. Need apply OOPM cap: For claim, member responsibility cannot exceed remaining OOPM threshold applicable? The accumulator says balance is running total of member_responsibility. Deductible_applied lesser of allowed and room left under deductible threshold. It doesn't explicitly say coinsurance limited by OOPM, but OOPM ceiling. Need calculate member responsibility as min(calculated cost share, remaining OOPM threshold?) For INN claim, if member OOP balance below INN individual OOPM 6000, member responsibility limited to max(0,6000 - balance) maybe also family OOPM? Embedded OOPM? Plan says individual OOPM 6000, family 12000. Once member reaches OOPM plan pays 100%. Family OOPM: ceiling on member cost share for plan year? Glossary: OOPM ceiling on member cost share. Once reached, plan pays 100% for covered in-network services. Family OOPM likely total family cost share, after family reaches 12000 plan pays 100% for all? The addendum says family balances can be carried past family amounts by OON claims; balances not capped at in-network amounts. For INN claims, need consider both individual and family OOPM? In embedded family, likely individual OOPM and family OOPM. For in-network claim, member cost share limited by lesser of individual OOPM remainder and family OOPM remainder? Similar to deductible? The document does not explicitly specify family OOPM embedded mechanics, but likely family OOPM also embedded: an individual satisfies individual OOPM on their own; family OOPM also satisfied once total family credits reach 12000. It says out-of-pocket maximum individual/family. "Once a member reaches the out-of-pocket maximum..." For family, once family reaches? Need infer. The accumulator addendum only mentions deductible_applied, but says balance running total member_responsibility for OOP balance. It doesn't define OOPM_applied. But we must compute ending balances and claim components. We need know whether family OOPM limits claims. Since family total OOP starts 1042.13 and will be high, family OOPM 12000 may be reached, affecting later in-network claims? Need determine.
Plan document: Out-of-pocket maximum (OOPM): Individual (in-network) 6000, Family (in-network) 12000, Individual (out-of-network) 12000. Once a member reaches the out-of-pocket maximum the plan pays 100% of the allowed amount for covered services for remainder of plan year. Premiums and non-covered never count. Glossary: OOPM ceiling on member cost share for plan year. Once reached, plan pays 100% allowed for covered in-network services. It specifically says covered in-network services in glossary? It says "Once reached, the plan pays 100% of the allowed amount for covered in-network services." In plan doc: "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." Slight difference. There is individual OON OOPM. Probably OON services have separate OOPM.
Need compute all lines to know if any member/family reaches OOPM. Likely yes. Need decide mechanics.
Let's simulate. Could do manual with high precision. Need round half up at end each claim? Money calculations: coinsurance 20% or 40% of amounts maybe produce fractions. Round half up to cent at end of calculation, not intermediate. For each claim components two decimals. Deductible applied is exact allowed or remainder. Member responsibility sum deductible + coinsurance maybe rounded. Plan paid = allowed - member responsibility. OOP credits member_responsibility. Deductible credits deductible_applied (not copay). Copay amounts: if service has copay, member pays copay (unless OOPM? Copays always credit OOPM; once OOPM reached plan pays 100%, likely copay waived? "Once reached plan pays 100%" so no copay. But "Copays always credit OOPM" maybe if before. Need if OOPM reached before a copay service, member cost 0? Yes plan pays 100%. But if copay would exceed remaining OOPM, member pays only remaining? For flat copay, OOPM ceiling means member pays min(copay, remaining OOPM). Need consider.
Need classify services:
Line1 ED admitted inpatient: ER copay waived if admission, subject to deductible and coinsurance. So no copay, deductible+20% coinsurance.
Line2 outpatient endoscopy INN: no listed copay, subject deductible+20%.
Line3 routine immunization INN preventive: no cost share, no accumulators.
Line4 screening mammography INN preventive: no cost share, no accumulators. Later void? Important: Preventive generated no accumulators, so void has no effect? Claim 4 was preventive, no cost share, no accumulator. Void removes credits (none) and posts nothing. Does plan paid need reversal? But final components for claim 4 not asked. Ending accumulators unaffected. But plan payment? Void means no plan payment? Since claim 4 originally plan paid 100% allowed 338.32. Void means nothing on books. But not asked. Accumulators unaffected. Need perhaps family OOP/ded unaffected either way.
Line5 cardiac stress test INN: no copay, deductible+20.
Line6 inpatient admission with surgery INN: deductible+20.
Line7 diagnostic lab panel INN: deductible+20. Later adjusted upward.
Line8 inpatient admission INN: deductible+20.
Line9 void claim4: no effect.
Line10 inpatient surgery INN D: deductible+20.
Line11 inpatient surgery OON B: OON deductible+40%. Need consider OON OOPM.
Line12 ambulatory surgery INN D: deductible+20.
Line13 generic retail pharmacy B INN: copay 15. Does deductible apply? No, copay. Copay credits OOPM only. If OOPM already reached? Need see B's OOP before line13. Likely high maybe >6000 INN? But OON claim may push B OOP >? Need check. If B reaches INN OOPM before line13, generic copay may be 0? Need interpret network-specific OOPM. B had large INN inpatient line8 maybe reaches 6000. Then OON line11 maybe OON cost share. After line11 B OOP balance maybe >? We need track. Line13 pharmacy INN after maybe B has reached INN individual OOPM? If yes plan pays 100%, copay 0. But if OOPM only per network, B's INN OOP balance? Do OON cost shares count toward INN OOPM? Accumulator says single balance? It says out-of-pocket balance running total member_responsibility; OON claims can carry member's balance past the in-network individual amount. That implies a single OOP balance, not separate INN/OON balances. But thresholds differ by service network. If B's single OOP balance exceeds 6000 after line8, then line11 OON measured against OON threshold 12000 (same balance). After line11 balance maybe >12000? Need see. Then line13 INN measured against INN threshold 6000; since balance >6000, member responsibility 0, plan pays allowed? For pharmacy copay, if OOPM reached, plan pays 100% allowed (89.29) not just waive copay? Glossary: Once reached plan pays 100% allowed for covered in-network services. So yes plan pays full allowed, member 0, no copay. But "Generic retail pharmacy 15 copay" maybe after OOPM still copay? Usually OOPM reached means no cost share. We'll assume 0.
Line14 adjustment claim1 A downward allowed from 1970.69 to 1418.90. Need unwind original claim1 credits from accumulators at line14, then readjudicate against accumulators as stand. Need track. Claim1 originally line1 before any other claims; A ded 0, family 1042.13. Need compute original. Then at adjustment, remove its deductible credit and member responsibility from A and family accumulators (OOP and deductible), but not reprocess intermediate claims. Then readjudicate corrected allowed against current accumulators after removal. Important: original claim1 may have pushed A deductible, caused later claims to have less deductible? But intermediate claims stand as first adjudicated; adjustment only changes accumulators by removing original credits and adding new credits. This can cause ending balances not equivalent to full reprocess. Need do exactly.
Line15 specialty pharmacy administration INN A: likely no listed copay; subject deductible+20 unless OOPM reached.
Line16 sleep study OON D: OON deductible+40. D may have previous INN claims; single balance maybe >? Need measure OON threshold 3000.
Line17 outpatient endoscopy INN B.
Line18 outpatient procedure INN A.
Line19 diagnostic lab OON D.
Line20 specialty pharmacy INN A.
Line21 annual wellness visit INN A preventive: no cost share no accumulators.
Line22 adjustment claim7 upward allowed from 1959.89 to 2547.86. Need unwind original claim7 credits from accumulators, readjudicate corrected at that point.
Line23 PCP visit INN C: copay 30 (primary care). Need consider if C OOPM reached? C small. Copay may apply. But deductible? Copays do not apply deductible. Copay credits OOPM. If C's OOPM not reached, member pays 30, plan pays allowed - 30? For copay service, plan paid = allowed - copay? Allowed amount 189.56; member 30, plan 159.56. If OOPM reached, member 0 plan 189.56. Need check C OOP: initial 331.32; line2 cost share maybe; line3/4 preventive; void; line23 only. likely below 6000. So copay 30.
Need final components for claim7 (after adjustment), claim16, claim23. Need ending accumulators.
Need precise computation. Let's create systematic ledger. Need decide treatment of family OOPM. We need track whether family OOPM 12000 limits INN claims. The family OOP starts 1042.13. Many large claims. It will cross 12000 likely by line6/7/8. If family OOPM applies, later INN claims may be plan paid 100% after family reaches 12000, even if individual not reached. But document says "Once a member reaches the out-of-pocket maximum..." For family OOPM, maybe once family total reaches, plan pays 100% for all members. Embedded? Need infer from deductible structure but OOPM not explicitly embedded. The family OOPM amount is 12000 = 2*6000. In embedded family deductibles, often individual OOPM embedded too: each member has individual OOPM, family OOPM too. The prompt only says structure embedded for deductible, not OOPM. But family OOPM exists. How to apply? The accumulator addendum says "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 is specifically deductible? It says member's accumulator and family accumulator both move. It doesn't say OOPM embedded but similar. For deductible, embedded defined. For OOPM, likely family OOPM works similarly? But not explicit. Need read ground rules: "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 doesn't distinguish individual/family. Plan doc lists individual and family. Usually family OOPM is aggregate? But embedded? Could be: individual OOPM each; family OOPM total. Once any individual reaches individual, that member no cost share; once family total reaches family, all members no cost share. Need likely.
But 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." This says family amounts do not limit OON claim, but for INN claims family amounts do limit? likely yes. For INN claim, deductible_applied uses smaller of individual remainder and family remainder. For OOPM, likely member responsibility limited by individual and family OOPM remainders for INN. Need apply.
Important: If family OOPM reached, then in-network claims after have member responsibility 0 and plan pays allowed. This affects ending balances and claim components. Need know if and when family OOPM crosses 12000. Let's rough: Initial family OOP 1042. Line1 A ED allowed 1970.69, deductible? A individual remainder 1500, family remainder 1957.87, ded applied 1500? Actually allowed 1970.69, min=1500. Coinsurance 20% of 470.69=94.138 -> member total 1594.14. Family OOP becomes 2636.27. Line2 C allowed654.68, C individual rem 1168.68, family rem 3000-2542.13? Wait family ded after line1 = 1042.13+1500=2542.13; family rem457.87. Ded applied min(654.68,1168.68,457.87)=457.87. Coins 20% of196.81=39.36; member=497.23. Family OOP 3133.50. Line5 B allowed2159.40; B ded balance710.81 rem789.19; family ded balance3000? after line2 family ded=3000? 2542.13+457.87=3000 exactly. family rem0. Ded applied 0. Coins 20%*2159.40=431.88. Family OOP 3565.38. Line6 A allowed11020.18; A ded already1500; family ded met; ded0; coins 2204.04; member 2204.04; family OOP 5769.42. Line7 original allowed1959.89 coins391.98; family OOP 6161.40. Line8 B allowed24984.17 coins4996.83; family OOP11158.23. Line10 D allowed12032.63 coins2406.53; family OOP13564.76 crosses 12000 during line10. If family OOPM limits, part of line10 cost share capped at remaining 841.77. Then after line10 family OOP=12000 and member D OOP maybe? D had initial 0, line10 member responsibility maybe capped? This changes later INN claims. If no family OOPM, only individual OOPMs. D individual OOP after line10=2406.53 (<6000); later D line12 etc. Family OOP >12000 but not limiting? Which intended? Need infer from required complexity. They include family accumulator ending; likely family OOPM matters. They gave family total OOP initial and ask ending family OOPM. But if family OOPM doesn't cap, ending just sum. But they likely expect cap? Need parse language exactly.
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 effect. 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." Could refer to individual or family. The family OOPM is ceiling on total member cost share. So yes likely family cap.
But accumulator 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 suggests balances can exceed thresholds due to OON claims. But for INN claims, if family balance already exceeds family OOPM due to OON claims, does that mean INN claims have 0[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 · 813.5s
See what every other model answered →
Reasoning · 30,000 tokens
We need answer with JSON only. Need solve plan-year ledger. Need be very careful. We have plan details, initial accumulators, claims, voids. Need final components for claims 4,13,16 and ending accumulators. Need process in order. Need understand rules. Let's parse.
Plan Bluebonnet PPO 1500 synthetic:
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 comes first.
Out-of-network individual 3000. In-network and out-of-network deductible credits accumulate to a SINGLE member deductible balance. Amount above is threshold measured when service OON.
OOPM:
Individual in-network 6000
Family in-network 12000
Individual out-of-network 12000
Once member reaches OOPM plan pays 100% allowed for covered services remainder.
Member cost share:
Coinsurance after deductible, in-network 20 member/80 plan
OON 40/60
Primary care office visit copay 30
Specialist office visit copay 60
Urgent care copay 75
Emergency room 400 copay waived if inpatient admission... not relevant.
Generic retail pharmacy 15 copay
Copays do NOT credit deductible. Copays always credit OOPM.
Preventive in-network no cost share no accumulator. None.
Basis cost share from allowed amount.
Adjustments/voids:
Adjudicate order received. ADJUSTMENT re-adjudicates named claim after unwinding credits from all accumulators as stand. VOID unwinds credits and posts nothing. Affects only named claim. Claims processed in between not reprocessed. Here only voids no adjustments.
Accumulators:
A claim's deductible_applied = LESSER of allowed amount and room left under deductible threshold applies:
in-network: smaller of member individual remainder and family remainder (embedded), or family remainder alone aggregate.
out-of-network: OON individual remainder, measured against member's same single deductible balance.
Once applicable threshold met, deductible_applied 0.00, including copay that would otherwise credit deductible.
A balance is running total of deductible_applied (deductible) or member_responsibility (OOP balance). Because OON thresholds higher, OON claims can carry member balance past in-network individual amount, family balances past family amounts; balances not capped at in-network amounts.
OON claims measured against OON individual thresholds only; family amounts (in-network) do not limit OON claim. Credits an OON claim generates still accumulate to member's balance and family balance.
Need process lines. Initial:
A ded balance 904.50, OOP 904.50
B 0,0
C 0,0
D 0,0
Family total ded 904.50, OOP 904.50. Wait family total maybe sum? Only A initial. Family deductible threshold 3000. Family OOP threshold 12000. Individual in-network thresholds: A 1500, B/C/D 1500. OON individual threshold 3000 for each. But single balance per member used for both, thresholds depend on service network. Embedded: For in-network claim deductible_applied = min(member individual in-network remainder, family in-network remainder, allowed amount?) Specifically lesser of allowed and room left under deductible threshold: in-network smaller of member individual remainder and family remainder. Member individual remainder = 1500 - member deductible balance? But balance may include OON credits and can exceed in-network threshold? It says balances not capped at in-network amounts. For in-network deductible applied measured against in-network threshold? The deductible balance single, threshold applies. If balance already >= in-network individual threshold, in-network individual remainder is 0 (not negative). Family remainder = 3000 - family deductible balance? But family balance can exceed family amount due OON? It says family balances past family amounts; not capped. So if family balance >= 3000, family remainder 0. Deductible_applied min(allowed, max(0, 1500 - member balance), max(0,3000-family balance)) for in-network. For OON: deductible_applied = min(allowed, max(0,3000 - member balance)). Family not limiting OON. But OON credits still add to member balance and family balance. OOP: member_responsibility credits OOP balance for member and family? Rules: A member's own accumulator and family accumulator both move on every claim that generates cost share. Copays always credit OOPM. Deductible_applied and coinsurance are member responsibility? Member responsibility includes copay, deductible, coinsurance. OOP balance running total of member_responsibility. So all member_responsibility credits member OOP and family OOP. But if OON, does family OOP get credits? It says credits an OON claim generates still accumulate to member's balance and family balance. Family balance maybe both deductible and OOP? In accumulator addendum: OON claims measured against OON individual thresholds only; family amounts, which are in-network amounts, do not limit an OON claim. The credits an OON claim generates still accumulate to the member's balance and to the family balance. So yes, OON member responsibility adds to family OOP balance too? Likely. But family OOPM is in-network? It says family (in-network) 12000. But OON credits still accumulate to family balance? They might accumulate but family OOPM not used to limit OON? Need determine. The ending family OOP balance likely includes all member_responsibility including OON. The plan doc says family out-of-pocket maximum: Family (in-network) 12000. But family total accumulator may track all cost share? The initial family total equal sum. It asks ending_family_oopm, likely running total of member_responsibility all claims, maybe not capped? Rules: A balance is running total... Because OON thresholds 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 explicitly says family balances can go past family amounts due OON, and balances not capped. So ending family OOP is sum of all member_responsibility (including OON), after void unwind, possibly >12000.
Need adjudicate each claim. Important: service types with copays: specialist office visit, primary care office visit, urgent care. Are these subject only to copay, no deductible/coinsurance? Plan says member cost share: Primary care office visit 30 copay; Specialist 60 copay; Urgent care 75. Copays do not credit deductible, always credit OOPM. Usually copay applies, no deductible/coinsurance for that service. Need ensure if deductible not met? Copay is flat per-service. It doesn't credit deductible. So for claims 1,2,9,10,13: cost share = copay, plan pays allowed - copay, deductible_applied 0, coinsurance 0, copay amount as specified. Unless OOPM reached? Once OOPM reached, plan pays 100% allowed for covered services, likely copay waived? The OOPM rule: Once member reaches OOPM plan pays 100% allowed for covered services for remainder. So if member has reached in-network individual OOPM? Then no copay? But copays always credit OOPM; after OOPM, no cost share. Need check if any relevant. Claim 13 B urgent care after B maybe not OOPM. Claim 16 A maybe A OOPM? Need track.
For non-copay services in-network: deductible applied up to remaining, then coinsurance 20% of allowed after deductible? Standard: member responsibility = deductible_applied + coinsurance on remaining allowed (allowed - deductible_applied) * 20%, unless OOPM. Need apply OOPM cap: If member reaches OOPM mid-claim, plan pays rest? Need compute such that member responsibility does not exceed remaining to OOPM? The rules: Once member reaches OOPM plan pays 100% allowed for covered services remainder. For a claim processed when member below OOPM, cost share generated may hit OOPM; likely member responsibility capped at amount needed to reach OOPM? Need infer. For ledger, accumulators update per claim. If member OOP balance + full cost share would exceed OOPM threshold, perhaps member responsibility capped at threshold? But note OON thresholds higher and balances not capped? OOPM individual in-network 6000; OON individual 12000. For in-network services, once in-network OOPM reached, plan pays 100% allowed. So in-network member responsibility should not push in-network OOP balance above 6000? But the accumulator balance is running total of member_responsibility and not capped? It says because OON thresholds are higher, OON claims can carry a member's balance past the in-network individual amount, and family balances past family amounts; balances are not capped at in-network amounts. This implies in-network claims cannot carry member balance past in-network individual OOPM? Or if OOPM reached, plan pays 100%. So for in-network claims, member responsibility capped at individual in-network OOPM remainder (and maybe family OOPM? Embedded? Need family OOPM behavior). For OON, measured against OON individual threshold 12000. Family OOP in-network doesn't limit OON. The balance can exceed 6000 due OON.
Need understand family OOPM embedded? Plan doc: OOPM individual in-network 6000, family in-network 12000. Embedded? It doesn't explicitly say embedded OOPM but likely similar: individual OOPM can be satisfied on own; family OOPM also satisfied once total family credits reach family amount. The family rules in family ledger say member's own accumulator and family accumulator both move on every claim cost share. Under embedded structure member's deductible satisfied by lesser individual remainder and family remainder. For OOPM? Not specified but likely after member reaches individual OOPM, plan pays 100% for that member; if family OOPM reached? Usually embedded OOPM: individual max inside family max; once family OOPM met, plan pays 100% for all. But plan doc only says "Once a member reaches the out-of-pocket maximum the plan pays 100%..." It lists individual and family. Need apply family OOPM? The accumulator addendum only mentions deductible_applied thresholds, not OOPM. But likely cost share also limited by family OOPM? We need infer from required ending family_oopm and claims. Maybe family OOPM matters for in-network claims when family OOP balance reaches 12000. Need process. Large claims may reach family OOPM. We need figure exact logic.
The task family rules: "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." That specifically discusses deductible. It doesn't mention OOPM embedded behavior, but perhaps analogous: individual OOPM and family OOPM both limit cost share? In plan document: "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 lists individual and family. So family OOPM is ceiling for family total cost share? If family OOPM reached, plan pays 100% for covered in-network services for all? Need implement.
Also OON OOPM individual 12000. No family OON OOPM listed. OON claims measured against OON individual thresholds only; family amounts, which are in-network amounts, do not limit OON claim. So family OOPM doesn't limit OON. But OON cost share credits family OOP balance.
Important: In-network deductible and OOPM family embedded: For in-network claims, deductible_applied is min(member individual remainder, family remainder). This can cause family deductible to satisfy before some individual? Since initial family 904.50, individual A 904.50. Family remainder 2095.50, A remainder 595.50, others 1500.
OOPM likely similar: In-network cost share (member responsibility) is limited by lesser of member individual OOPM remainder and family OOPM remainder? Or maybe individual OOPM first. Need think. Embedded OOPM: each member has individual OOPM; family OOPM is total. A member's cost sharing stops when either their individual OOPM is met or family OOPM is met? If family OOPM met, all members stop. In embedded, individual can reach own. For adjudicating a claim, cost share should be limited by both member individual OOP remainder and family OOP remainder (in-network), because cannot cause family total above family OOPM for in-network services. So member_responsibility for in-network non-copay maybe capped at min(remaining individual OOP, remaining family OOP) if cost share would exceed. Copays? If OOPM reached, no copay. If close to OOPM, copay could be reduced? Usually once OOPM reached, no cost share; if cost share is flat copay and only part of copay needed to hit OOPM, would member pay partial? In mechanical ledger maybe member_responsibility = min(full cost share, OOP remainder). Copays always credit OOPM; if OOPM not met, likely full copay, unless copay would exceed OOPM? Does OOPM ceiling mean if copay would put over, member pays only up to max? Typically yes, cost sharing ceases when max met; if service occurs after max met, zero. If service before max and cost share pushes over, the claim adjudication should cap at max. For copay, if OOP remainder less than copay, perhaps pay remainder? But maybe copay is fixed and not prorated? The rule: ceiling on member cost share; once reached plan pays 100%. If member is $5 below max and has $30 copay, they should pay $5, then plan pays rest? Real claims often prorate? Could be. Need infer from harness likely expects capping all member responsibility to OOP remainder. Need examine if any such situations occur. Maybe no near threshold for copays.
Need process all claims to determine final for 4,13,16 and ending accumulators. Need include voids: void of Claim 7 at line 11 unwinds its credits from accumulators and posts nothing. Void of Claim 4 at line 15 unwinds Claim 4's credits and posts nothing. Need final components for Claim 4? It was voided: "Where it was voided, every component is 0.00." So claim_4 all 0.00. But need consider its effects on other claims? It was processed line 4 then voided line 15. Claims processed between (5-14) are not reprocessed; their results stand as first adjudicated. Void at line 15 removes claim 4 credits from accumulators as stand and posts nothing. This can lower accumulators going forward (claim 16) but does not alter claims 5-14. However, if claim 4 credits had caused a threshold to be met earlier, void removes credits but doesn't retroactively change claims. Need track.
Need adjudicate all lines sequentially for accumulators and for components of 13,16; claim 4 final void zero, but original processing needed for accumulators before void and effects on subsequent claims until void. Need track all components and accumulator balances.
Need decide precise OOPM/family OOPM logic and copay/OON. Let's parse all relevant text carefully.
From GROUND RULES: Deductible: amount member pays at allowed before coinsurance. Copays do not apply to deductible unless plan doc says so. Coinsurance member percentage after deductible satisfied. Copay flat. OOPM ceiling on member cost share for plan year. Once reached, plan pays 100% allowed for covered in-network services. Premiums and non-covered never count. Embedded: individual deductible inside family deductible; individual amount can be satisfied on its own. Aggregate: family amount must be satisfied in full before plan pays for any member. Accumulator: running year-to-date total of member's deductible or OOPM. Denominator etc. Pend etc.
Plan document OOPM:
Individual (in-network) 6000
Family (in-network) 12000
Individual (out-of-network) 12000
Once a member reaches the out-of-pocket maximum the plan pays 100% of the allowed amount for covered services for remainder plan year.
It says a member reaches the OOPM, not family. But family OOPM exists. In embedded plans, family max reached when family total reaches max, then all members. The harness family rules say member and family accumulators move. It doesn't explicitly say how family OOPM affects payment. But likely need track ending family OOPM only, not use to cap? But why family OOPM if not used? Could be used for in-network claims after family total reaches 12000. There may be claims that would exceed. Need test.
The accumulator addendum only defines deductible_applied. It doesn't define OOPM cap. Maybe we are expected to apply OOPM at member level only? It says individual and family OOPM; but the "Once a member reaches" may mean individual OOPM. Family OOPM maybe just ending accumulator, not affecting individual? But in real plan, family OOPM caps total member cost share; if family max met, plan pays all. The harness may expect family OOPM to stop cost share for any member when family total reaches 12000, especially embedded. Need infer from wording: "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 doesn't say individual vs family. In plan doc list, individual and family. So both ceilings. For family, ceiling on total family cost share. Once family reached, plan pays 100%. For individual, once member reaches. So in-network claim should be capped by both member individual OOP remainder and family OOP remainder. Need likely.
Need also decide if OOPM cap applies before or after deductible/coinsurance, and copays. The sequence: For covered in-network non-copay service, apply deductible to allowed up to remaining deductible, then coinsurance 20% on remainder. But OOPM ceiling may limit total member responsibility. Usually deductible and coinsurance count to OOPM. If OOPM partially met, cost share should be reduced such that member responsibility = min(full calculated, remaining OOP). Deductible_applied? If capped by OOP, how split between deductible and coinsurance? Need report components. If a claim hits OOPM, we need allocate components. The rules say deductible_applied is lesser of allowed and room left under deductible threshold. It doesn't mention OOPM. Once deductible threshold met, deductible_applied 0. OOPM cap might reduce coinsurance only after deductible applied? But if OOPM remainder less than deductible_applied? Could happen if deductible not met but OOPM near? Since deductible credits OOPM, if OOPM near, deductible may also near? But OOPM includes prior deductible/coinsurance/copays. Deductible remainder may be bigger than OOP remainder if member has copays? Here initial A OOP=ded=904.50; no copay difference maybe. Copays can make OOP > deductible. So OOP remainder can be less than deductible remainder due copays. If service subject to deductible and OOPM cap, how much deductible_applied? The accumulator definition says deductible_applied lesser of allowed and deductible room, no mention OOPM cap. But if OOPM caps total member responsibility below deductible_applied, cannot apply full deductible. Maybe OOPM should cap deductible_applied too, and any cap reduces deductible first? Or maybe deductible_applied still full (counts to deductible) but member responsibility capped? That would make member_responsibility not equal deductible+coinsurance? Need consistent.
Maybe the harness assumes no claim where OOPM cap interferes with deductible except coinsurance after deductible? But with large claims, OOPM likely reached after deductible met in same claim. For a claim where deductible is satisfied, deductible_applied fills deductible remainder, then coinsurance on rest, then OOPM cap might reduce coinsurance. That is straightforward. If OOP remainder less than deductible remainder (due copays), not sure. Could occur for A if copays added. Need track. But perhaps no such claim with non-copay when OOP near and deductible not met? We'll see.
Need decide if family OOPM caps in-network claim components. If family OOPM reached mid-cl[empty response]Grader detail
json{
"reason": "response did not contain parseable JSON"
}0LDG-012Twenty-four claims on an HDHP from a warm start30,000 out · 698.7s
See what every other model answered →
Reasoning · 30,000 tokens
We need answer JSON only. Need solve complex ledger. Need carefully compute. Need produce final JSON with required keys. Let's analyze fully.
We have plan: Trinity HDHP 3200 aggregate family deductible 6400 in-network; no individual deductible under structure? But document says individual in-network 3200 but aggregate structure: plan pays no coinsurance for any member until total family credits reach family deductible 6400. There is no individual deductible under this structure. Accumulators addendum says in-network deductible_applied = family remainder alone (aggregate). Out-of-network = OON individual remainder measured against member's same single deductible balance. Also in-network and OON deductible credits accumulate to SINGLE member deductible balance. Threshold measured against OON when service OON. Need understand family accumulators and individual deductible accumulators. Starting family deductible total 4779.40, starting individual deductibles: A 2120.26, B 1996.73, C 0, D 662.41. Sum = 4779.40. Good.
OOP accumulators: individual OOP starting A 2618.28, B 2173.25, C 0, D 1267.18, family total 6058.71. Sum = 6058.71.
Plan: coinsurance after deductible: in-network 10% member; OON 40% member. No copays. Preventive in-network no cost share no accumulator. Annual wellness visit likely preventive in-network => no cost share, no accumulators. Need identify Claim 9 annual wellness visit in-network: preventive, no cost share, no accumulator. Then void removes nothing? It was zero credits; void no effect. Need careful.
Out-of-network preventive subject to deductible/coinsurance. None OON preventive.
Adjustments: unwind named claim's credits from every accumulator touched and re-adjudicate at corrected values against accumulators as they stand at adjustment. Void unwinds credits and posts nothing. Claims in between not reprocessed. Need apply sequential. Need maintain per-member deductible balance and OOP balance and family deductible and family OOP? Family OOP? Document says family OOPM 14000; likely sum individual OOP? Starting family OOP total is sum. Need update family OOP by member_responsibility for covered services? Premiums non-covered not relevant. OON claims: do they credit family OOP? The addendum says out-of-network claims measured against OON individual thresholds only; family amounts, which are in-network amounts, do not limit an OON claim. The credits an OON claim generates still accumulate to member's balance and to family balance. Which balances? It says deductible and OOP? It says credits still accumulate to member's balance and to family balance. Since family OOPM in-network? Need interpret. The plan doc: OOPM individual in-network 7000, family in-network 14000, individual OON 14000. Once a member reaches OOPM plan pays 100% allowed for covered services remainder. It doesn't explicitly separate in-network vs OON for family OOP? Addendum: A balance is running total of member_responsibility (for OOP balance). Because OON thresholds are higher, OON claims can carry a member's balance past the in-network individual amount, and family balances past family amounts; balances not capped at in-network amounts. OON claims measured against OON individual thresholds only; family amounts, which are in-network amounts, do not limit an OON claim. Credits an OON claim generates still accumulate to member's balance and to family balance. So family OOP balance accumulates all member responsibility (IN and OON). But family OOPM threshold? likely family in-network 14000 used for in-network claims? The family OOPM maybe only limits in-network? Since OON claims do not limit family amounts, but credits still accumulate to family balance; ending family_oopm should report running family OOP balance (could exceed 14000). The required ending_family_oopm likely accumulator balance, not capped? They ask ending accumulators. Addendum says balances not capped at in-network amounts. So report total member responsibility credits including OON. But careful: Once individual reaches OOPM plan pays 100% for covered services remainder. Which OOPM threshold applies to OON? Individual OON 14000. For in-network, individual in-network 7000? But since OON claims can carry balance past in-network amount, if member's total OOP balance exceeds 7000 due to OON, do in-network services become 100%? The document says Once a member reaches the out-of-pocket maximum the plan pays 100% ... The OOPM individual in-network 7000; individual OON 14000. It likely means for in-network services threshold 7000, for OON services threshold 14000. But a single OOP balance? It says in-network and OON deductible credits accumulate to single deductible balance; for OOP maybe similarly single balance? Addendum: A balance is running total ... 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 implies OOP balance is single too; threshold applied based on service network. So if balance >7000 due to OON, then an in-network claim sees OOP balance already past in-network OOPM => plan pays 100%. But is that intended? Need parse. They give individual OOPM in-network 7000, OON 14000. If member has OON spending 10000, then in-network service? In real HDHP, OON may have separate accumulators, but here says single? It says deductible single. For OOP, not explicit single, but "balances" plural? "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 same member OOP balance is measured against different threshold depending on network; OON can push it beyond 7000; when later in-network claim is adjudicated, if balance >7000, then in-network OOPM satisfied? But then OON spending counts toward in-network OOPM? It says OON claims credits still accumulate to member's balance and family balance. Yes. However, "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." That might mean for an OON claim, check member OON OOPM 14000, not family/in-network 7000; but OON credits still count in family balance (but family OOPM doesn't limit OON). For in-network claim, check individual in-network OOPM 7000 and family in-network OOPM 14000? Under aggregate deductible, family OOPM? Need know when family OOPM triggers? Plan says OOPM family 14000. Once a member reaches OOPM plan pays 100%; doesn't mention family OOPM mechanism. For aggregate deductible, family deductible threshold. For OOPM, family ceiling on member cost share for plan year. Usually once family OOPM reached, plan pays 100% for all members. But document says individual OOPM: once a member reaches. Family OOPM likely similar: when family total reaches 14000, plan pays 100% for any member? But addendum: family amounts are in-network amounts, do not limit an OON claim. So family OOPM may limit in-network claims only. Need implement.
Deductible: aggregate family deductible for in-network. OON individual deductible threshold 6400, measured against single member deductible balance. Starting family deductible 4779.40, remainder 1620.60 to family deductible. Individual deductible balances contribute. For in-network claims under aggregate, deductible_applied = lesser allowed and family remainder alone. But what about individual member deductible balance? It updates too. Member's own deductible balance moves on every claim generating cost share. For in-network, family remainder alone; so if family remainder less than allowed, deductible_applied equals family remainder; member balance increases by that amount. After family deductible met, in-network deductible_applied 0. For OON, deductible_applied = lesser allowed and OON individual remainder (6400 - member deductible balance). Since single balance includes prior IN and OON deductible credits. Family balance also increases by OON deductible credits? "credits an out-of-network claim generates still accumulate to member's balance and to family balance." Yes family deductible balance increases too. But family deductible threshold only for IN? "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." So OON deductible_applied not limited by family remainder. But family deductible accumulator can exceed 6400 due to OON? Starting family total 4779.40; OON can carry past 6400. But for in-network threshold family remainder can be zero if family balance >=6400. If OON pushes family balance above 6400, in-network deductible remains met. Good.
Need simulate all claims, adjustments, voids. Need report final components for Claims 6, 22, 28. Claim 6 is voided later Line 24, so final components all 0.00 per rule: where voided, every component is 0.00. But must also account unwind effects on ending accumulators. Need compute final ending accumulators after all lines, including void of claim 6.
Need track each claim components: deductible_applied, coinsurance, member_responsibility, plan_paid, copay 0. Preventive zero.
Need be extremely careful with order, adjustment logic. Let's set up ledgers.
Initial accumulators before Line1:
Member deductible balances (single): A=2120.26, B=1996.73, C=0.00, D=662.41. Family deductible total = 4779.40.
Member OOP balances: A=2618.28, B=2173.25, C=0, D=1267.18. Family OOP total = 6058.71.
Plan thresholds:
IN family deductible = 6400 aggregate.
OON individual deductible threshold = 6400 (member balance).
IN coinsurance 10% after deductible. OON coinsurance 40% after deductible.
OOPM: IN individual 7000, family 14000. OON individual 14000. Need decide family OOPM application.
Need define adjudication algorithm for a claim at a point.
Inputs: network, allowed.
If preventive IN: deductible_applied=0, coinsurance=0, member=0, plan=allowed? Wait preventive in-network paid 100% allowed; plan_paid=allowed, member=0. Does plan_paid equal allowed? Yes member+plan=allowed. It moves no accumulator. Claim 9 annual wellness visit likely preventive. Could be allowed 1650.40 plan paid 1650.40. Void later: if preventive no credits; void removes none; plan paid originally? Void says no member responsibility and no plan payment; but final components for claim 9 not requested. Does void of claim 9 affect accumulators? It had no accumulator credits; but plan payment not accumulator. If voided, on books no plan payment, but not asked. For ending accumulators no effect.
For nonpreventive:
Determine deductible_applied based on network:
- IN: family deductible remainder = max(0, 6400 - family_deductible_balance) ? Under aggregate. deductible_applied = min(allowed, family_remainder). But if family OOPM satisfied? OOPM stops cost share. Need check OOPM before deductible? Typically if OOPM met, plan pays 100%, no deductible/coinsurance. Need apply OOPM first? If member/family OOPM reached, no cost share, no deductible credit? Deductible likely already met if OOPM > deductible, but for OON maybe deductible not met? OOPM includes deductible, so if OOPM reached, deductible likely reached? But for OON individual OOPM 14000 and deductible 6400; yes if OOPM met then deductible met. For family OOPM 14000 and family deductible 6400. But if OOP balance includes OON >7000 and family deductible maybe? Probably deductible met. Still algorithm: if applicable OOPM satisfied, member=0, plan=allowed, deductible_applied=0, coinsurance=0, no accumulator credits. Need decide which OOPM threshold and whether family.
- If deductible not fully satisfied, member pays deductible amount = deductible_applied; remaining allowed after deductible = allowed - deductible_applied. If deductible_applied < allowed (threshold met by this claim), then coinsurance applies to remaining at network percentage. Member coinsurance = pct * (allowed - deductible_applied), but limited by OOPM remaining? Need OOPM cap. Since no copays. Member responsibility = deductible_applied + coinsurance, subject to OOP max. If member/family OOPM not yet met but claim pushes over, member pays only up to OOPM remaining, plan pays rest. Need apply OOPM cap. Which OOPM threshold? For IN claim: individual IN OOPM 7000 for member, family IN OOPM 14000? Since family OOPM can cap? Under family OOPM, once family total reaches 14000, plan pays 100% for covered IN services. Does family OOPM cap an individual's IN claim before individual OOPM? If family total near 14000 and member individual below 7000, family cap could reduce member cost share. Usually family OOP max: when family total reaches, all members cost sharing stops. The doc: OOPM ceiling on member cost share for plan year. Once reached, plan pays 100% allowed for covered in-network services. It says individual OOPM and family OOPM. It also says once a member reaches OOPM... not family. But family likely aggregate ceiling. Addendum says OON claims measured against OON individual thresholds only; family amounts, which are in-network amounts, do not limit an OON claim. That implies for IN claims, family amounts can limit. So for IN claims, need consider both individual IN OOPM 7000 and family IN OOPM 14000. Member cost share capped by min(member OOP remaining, family OOP remaining?) Actually if family OOP remaining less than individual remaining, claim cost share limited to family remaining; after family met, plan pays 100% IN. For OON claims, only individual OON OOPM 14000 limits; family does not limit. OON credits still add to family OOP balance.
Need think if family deductible works similarly? Aggregate: in-network deductible_applied family remainder alone. OON measured against individual OON deductible only, family not limit. Good.
Need report ending deductible accumulators: likely balances (not remaining). They ask ending_deductible_a etc, ending_family_deductible. Starting values given as balances. So report cumulative deductible credits final (could exceed thresholds due OON). OOPM ending balances similarly cumulative member responsibility credits (could exceed thresholds). Need no caps.
Need simulate with OOPM cap and family OOPM. Need verify if any member reaches OOPM. Starting A OOP 2618.28, B 2173.25, D 1267.18. Many large claims. Likely A/B reach OOPM. Need calculate exact.
Important adjustments: Claim 3 adjustment at Line15 unwinds original Claim3 credits and re-adjudicates corrected allowed against accumulators as of Line15 after Lines 1-14. This can alter subsequent accumulators? It changes accumulators at Line15 then subsequent Lines 16 onward use adjusted state. It does not reprocess claims 4-14. Need compute original Claim3 and then unwind/re-adjudicate. Claim 14 adjustment Line17 similarly.
Voids: Claim9 Line20 void: likely preventive zero; if original had no credits, nothing. Claim6 Line24 void: original claim 6 had components and credits; need unwind from accumulators as they stand at Line24, then no replacement. This affects final accumulators. It doesn't reprocess claims 7-23. Claim6 final components 0.
Need handle claim 6 final components requested: all 0. But also its effect reversed at line24. Need know original claim6 components for unwinding. Need compute original.
Let's build state step by step with high precision (cents). Need round half up at end of calculation? For each claim component, dollars with cents. We should round each component to cents? Claims allowed given cents. Percent coinsurance can produce fractions; plan likely round half up to cent at final component. Need intermediate accumulators rounded to cents after each claim? In claims processing, amounts posted cents. The instruction: Round half up to the cent at the end of a calculation, not at each intermediate step. But when posting claim components, each component cents. Accumulators updated by components, likely cents. We need use exact calculation then round component amounts; accumulators sum rounded components. Need be consistent. For a claim, compute deductible_applied exactly maybe cents, coinsurance = percentage * base, member_responsibility = deductible + coinsurance (subject cap) and round half up at end? Need if cap uses OOP remainders cents. We can compute to fractions and round final components. Accumulators add rounded components. Adjustments unwind exact posted rounded components. Use cents.
Need determine order of OOPM cap vs coinsurance rounding. Compute raw member cost share = deductible_applied + coinsurance on post-deductible amount. Then cap by OOP remaining. If cap applies, member_responsibility = min(raw, oop_remaining). But if member_responsibility limited, how allocate between deductible and coinsurance? Deductible_applied is still credited? OOP includes deductible. If OOP remaining less than deductible_applied? Could happen if OOPM near but deductible not met? Since OOPM > deductible thresholds usually but if OON? Starting OOP maybe > deductible? For OON, individual OOP remaining maybe less than allowed and deductible remainder? If OOPM reached, no cost share. If OOP remaining less than deductible_applied, member pays only OOP remaining; but deductible_applied credit? The accumulator for deductible is running total of deductible_applied, OOP balance running total of member_responsibility. If member responsibility capped below deductible_applied, can't credit deductible more than member paid? Usually if OOP max reached, cost share stops; deductible_applied should be only amount paid? But if OOPM reached before deductible? Could occur if prior cost share (coinsurance?) counted but deductible not met? Deductible must be paid before coinsurance, so OOP balance includes deductible. In aggregate family, individual member may not have met individual? But OOPM individual could be reached by member's cost share including deductible and coinsurance. If OOPM reached, family deductible likely met? Not necessarily for member? Under aggregate family deductible, once family deductible met, all members coinsurance. Individual OOP can reach 7000 while family OOP maybe. Deductible already met family if coinsurance happening. For OON, deductible individual threshold 6400; OOPM 14000, so if OOP remaining < deductible remainder? Suppose member had OOP 13000 but deductible balance only 5000? impossible OOP includes deductible and coinsurance; deductible balance could be lower than OOP due coinsurance. OON deductible remainder maybe 1400; OOP remaining 1000. Then OON claim allowed 2000: deductible_applied maybe min(2000,1400)=1400, coinsurance 40% of 600=240, raw 1640, cap to 1000. How much deductible applied? The member pays 1000 total; likely first toward deductible? But once OOPM reached mid-claim, plan pays rest; deductible credit should maybe 1000 (not 1400) because only member responsibility counts toward deductible? But deductible_applied definition is lesser allowed and room left under threshold, not capped by OOPM? Accumulator says deductible balance running total of deductible_applied; OOP balance running total member_responsibility. If member responsibility capped, deductible_applied could exceed member responsibility, causing deductible balance to advance without OOP? But member didn't pay? In health claims, once OOP max reached, deductible not applied because plan pays; but if OOP max reached during claim after some deductible, only actual cost share counts. Need infer from rules.
The task likely expects simpler: calculate deductible_applied first, coinsurance, member_responsibility = deductible_applied + coinsurance, plan_paid = allowed - member_responsibility. Then OOPM? But the plan doc says OOPM ceiling. Need implement cap. But maybe no [empty response]Grader detail
json{
"reason": "response did not contain parseable JSON"
}0LDG-010Twenty-two claims with four edits30,000 out · 747.9s
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Reasoning · 30,000 tokens
We need answer JSON only. Need solve complex ledger. Need reason carefully. We have plan rules. Need process lines order. Need report final components for claims 7,19,26 (claim 7 adjusted line 23; claim 19 not adjusted; claim 26 not adjusted). Ending accumulators all members and family.
Need understand plan details and accumulator mechanics. Let's restate.
Plan year 2026. Deductible: individual in-network 2500, family in-network 5000 embedded. OON individual 5000. Single member deductible balance accumulates both INN and OON credits; threshold depends network: for INN use individual remainder/family remainder embedded; for OON use OON individual remainder measured against same balance.
OOPM: individual INN 5500, family INN 11000, individual OON 11000. Once member reaches OOPM plan pays 100% allowed for covered services remainder. Need understand OON OOPM? It says individual out-of-network 11000. But also family in-network. OON claims measured against OON individual thresholds only; family amounts do not limit OON claim. Credits OON generates still accumulate to member balance and family balance. OOP balance running total member_responsibility. It may include OON and INN? It says out-of-pocket maximum individual INN 5500; individual OON 11000. Since single member out-of-pocket balance? The accumulator given only one out-of-pocket per member (not split INN/OON). Rules: "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." So one OOP balance measured against threshold that applies to claim? For INN claim, if member OOP balance reaches INN OOPM 5500 then plan pays 100%? For OON claim, threshold is OON individual 11000. Since balance can be carried past INN amount by OON claims, likely if an INN claim is processed when balance >5500 due to OON, member has reached INN OOPM? Hmm. Need infer. They say "Once a member reaches the out-of-pocket maximum the plan pays 100% of the allowed amount for covered services". There are separate OOP max INN/OON. OON claims measured against OON individual thresholds only; family amounts do not limit an OON claim. So for an OON claim, check member OOP balance vs 11000, not 5500. For INN claim, check member OOP balance vs 5500? If balance includes OON and can exceed 5500, then yes once balance >=5500, INN covered no cost share. But could OON balance >5500 but not 11000: INN services no cost share, OON still cost share until 11000. That's plausible. Need also family OOPM? It says family in-network 11000. OON claims credits accumulate to family balance but family amounts in-network do not limit OON claim. Does family OOPM limit INN claims once family total OOP reaches 11000? Probably yes for in-network? Need understand embedded OOPM? Plan says OOPM individual INN 5500 family INN 11000. It doesn't specify embedded vs aggregate for OOPM. Usually embedded OOP max? 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: 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. A balance is the running total ... 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." This explicitly for deductible_applied. For OOPM/cost share maybe analogous: In-network claim's member responsibility limited by individual INN OOPM remainder and family INN OOPM remainder? Embedded? Need infer from family OOPM. Since deductible embedded. OOPM maybe also embedded? "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 lists individual and family. Embedded? Could be family OOPM once total family credits reach 11000, plan pays 100% for all? But also individual max 5500. Need decide.
The task family accumulators includes each member OOP and family total OOP. We must update family OOP on every claim that generates cost share. Under embedded structure member deductible satisfied by lesser individual remainder and family remainder. It likely applies similarly to OOPM? Need parse ground rules: "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 specifically says deductible. It doesn't mention OOPM. But family OOPM likely operates similarly: cost share cannot exceed individual OOPM; family OOPM ceiling for family. In embedded, individual OOPM can be satisfied on its own; family OOPM also once total family credits reach family amount. But if individual OOPM is 5500 and family 11000, with four members, embedded. Need apply? There may be no explicit "OOPM deductible_applied" analogous. Need compute member cost share: first copay if service has flat copay; then deductible, coinsurance. Copays credit deductible and OOPM always. Once deductible satisfied, coinsurance. Once OOPM reached, plan pays 100%. For INN, family OOPM maybe limits total member cost share? If family OOPM reached, all members? Need use family accumulator to limit cost share? The accumulator addendum only defines deductible_applied. It doesn't define coinsurance/OOPM limiting explicitly except "Once a member reaches the out-of-pocket maximum the plan pays 100%". Family OOPM: "Family (in-network) 11000.00" but no mechanics. Yet required ending_family_oopm suggests track total. It may just be sum? But "family accumulator both move" and family total OOP given. It might only be an accumulator, not a limit? But OOPM is a ceiling. In family plans, there is family OOP max. Need decide if family OOPM affects claim cost share. The prompt says "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." It only says deductible. Maybe family OOP accumulator is just tracking, not used to limit? But then why family OOPM? Could be used similarly: when family OOP total reaches family OOPM, plan pays 100 for all? But not spelled out. Need inspect language: "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 doesn't specify individual vs family; then plan document lists individual and family. The family OOPM is a ceiling on family member cost share. So likely yes. But need determine embedded? The family deductible structure is EMBEDDED. It may not state OOPM structure. Usually embedded deductible implies embedded OOP max? But could be aggregate OOPM? The accumulator addendum: out-of-network claims measured against out-of-network individual thresholds only; family amounts, which are in-network amounts, do not limit an out-of-network claim. This suggests family amounts can limit in-network claims. It says thresholds, plural. For deductible, in-network uses smaller individual/family remainder (embedded). For OOPM, perhaps in-network cost share uses smaller individual/family OOP remainder? Need implement.
Need be meticulous.
Services and cost share:
- ED visit: ER copay 300, waived if admission, then subject to deductible and coinsurance. For Line 1 D ED treated and released => 300 copay (INN). Copay credits deductible and OOP. But if deductible threshold met? "Once applicable threshold is met, deductible_applied is 0.00, including for a copay that would otherwise credit the deductible." Copay always credits OOPM. Need if member OOPM met, cost share zero? If OOPM met, plan pays 100, no copay. If not, copay 300 but possibly limited by OOP remainder? Copays always credit OOPM, but if OOPM nearly reached, member pays only up to remainder? Usually yes cost share capped at OOPM. Need apply. Also copay credits deductible only if deductible threshold not met? Deductible_applied for copay is lesser of copay amount? The addendum: deductible_applied is LESSER of allowed amount and room left under threshold. For copay, allowed amount? The claim allowed amount is e.g. 182.07 urgent care, but copay is 60. The deductible credit from copay likely copay amount? "Copays DO credit the deductible." But addendum says deductible_applied is LESSER of its allowed amount and room left under threshold. Is "its allowed amount" the claim allowed amount, not copay? For a copay claim, allowed amount might be the allowed amount of service, but member responsibility is copay. If deductible not met, does a copay service apply entire allowed amount to deductible or just copay? In many plans, copay services may not apply to deductible, but here copays credit deductible. How much? Likely the copay amount, not allowed amount, because member pays copay. But the addendum says deductible_applied is lesser of allowed amount and room. This is for a claim; for copay claim, cost share is copay, plan pays rest; if copay credits deductible, deductible credit should be copay (member responsibility) maybe. But phrase "allowed amount" could be ambiguous. 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". If a claim has allowed 182.07 and urgent care copay 60, if deductible not met, does deductible_applied = 60 or 182.07? Member responsibility 60. Deductible credit is usually member paid amount, not allowed. But they explicitly define as allowed amount. However for cost-share components, deductible_applied plus coinsurance plus copay = member_responsibility? Usually member_responsibility = deductible_applied + copay + coinsurance. If deductible_applied could exceed member responsibility (allowed > copay), impossible. They likely mean the portion of allowed amount applied to deductible as member responsibility, capped by member responsibility? Let's parse: For a claim, components: deductible_applied, copay_amount, coinsurance_amount, member_responsibility, plan_paid. Member_responsibility plus plan_paid equals allowed. Deductible_applied is part of member responsibility. For copay-only service when deductible not met, member pays copay; that copay credits deductible. Thus deductible_applied should equal copay (if room), not full allowed. But the rule says lesser of allowed amount and room; if allowed=182, room >60, would give 182 if literal, but copay 60, member resp 60? Contradiction. Maybe for copay services, allowed amount for deductible credit is copay? Or "allowed amount" for deductible_applied means amount of member cost share otherwise subject to deductible? Need infer from examples? None.
Need decide robustly. The plan says "Copays DO credit the deductible." It doesn't say full allowed amount for copay visits. It likely means the copay amount credits deductible. The accumulator addendum may be general for non-copay claims; but "Once the applicable threshold is met, deductible_applied is 0.00, including for a copay that would otherwise credit the deductible." That suggests deductible_applied for a copay is the copay amount. It says "including for a copay" not allowed amount. So implement: deductible credit from a claim is the portion of member responsibility allocated to deductible. For copay claims, if deductible not met, copay amount is deductible_applied (capped by remaining threshold and OOP?), copay_amount maybe? Need components: They want deductible_applied, copay_amount, coinsurance_amount. If a copay credits deductible, do we report both copay_amount and deductible_applied? Components likely sum? If copay_amount is flat copay and deductible_applied is amount applied to deductible, then for copay visit before deductible met, deductible_applied = copay amount and copay_amount = copay? That would double count if sum. Need define components. In many claim components: deductible_applied, copay_amount, coinsurance_amount are disjoint parts of member responsibility. But if copay credits deductible, then a copay is both a copay and deductible? The task likely expects one of two conventions. Need infer from required keys: claim_member_responsibility, plan_paid, deductible_applied, copay_amount, coinsurance_amount. They likely expect member_responsibility = deductible_applied + copay_amount + coinsurance_amount. If copays credit deductible, how represent? Maybe copay_amount is the flat copay, deductible_applied is the amount of that copay credited to deductible; but then member_resp not sum? But they didn't explicitly state sum, only member_responsibility + plan_paid = allowed. They didn't say components sum. But likely they do? Let's think.
The plan says "Copays DO credit the deductible. Copays always credit the out-of-pocket maximum." If we have separate fields deductible_applied and copay_amount, for a copay claim one might set copay_amount=60, deductible_applied=60, member_responsibility=60. Then deductible_applied is not additive but metadata. But if they score fields independently, could be. But then "deductible_applied" for all claims includes copay credits. The accumulator update uses deductible_applied. So for urgent care, deductible_applied would be 60 if room. The copay_amount field would also be 60. This seems plausible: deductible_applied is amount credited to deductible accumulator, not necessarily disjoint from copay. But then for non-copay deductible/coinsurance claims, deductible_applied and coinsurance disjoint, copay 0. Need know convention. The prompt: "Report the FINAL components on the books for Claims..." components: member_responsibility, plan_paid, deductible_applied, copay_amount, coinsurance_amount. Usually in such tasks, deductible_applied, copay_amount, coinsurance_amount are components of member responsibility, but "copays credit deductible" creates overlap. They may intend deductible_applied to include copay credits. The key names separate. Need choose. We need likely mechanical grader; need match expected. Need deduce from 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 sounds disjoint: deductible_applied is amount of allowed that goes toward deductible (member pays). For non-copay. For copay services, if deductible not met, does member pay copay or deductible? The plan says primary care/specialist/urgent care/ER/pharmacy copays. It doesn't say copay applies only after deductible. Usually copay is independent of deductible but credits deductible. So member pays copay, and that payment is credited to deductible. Thus the claim's member responsibility is copay; the deductible_applied accumulator is credited by that payment. The component "deductible_applied" could be the accumulator credit, not part of member_resp decomposition. But then for a deductible/coinsurance claim, deductible_applied is both member payment and accumulator credit. So field is accumulator credit. Copay_amount is flat copay. They may overlap for copay claims. If so, member_responsibility may not equal sum. Is that acceptable? They didn't specify sum, only member+plan=allowed.
But for coinsurance after deductible, member pays coinsurance; does coinsurance credit OOPM, yes. Deductible_applied 0. Copay 0.
Need handle OOPM cap on copay: If OOP remainder less than copay, member pays remainder? Copay always credits OOPM. If member OOP balance near max, should copay be reduced to remaining OOPM? The OOPM ceiling means member cost share cannot exceed. If copay would exceed, plan pays rest. For copay that credits deductible, deductible_applied might be member payment amount (capped by OOP remainder) or maybe full copay if OOPM not reached? Need if OOPM reached, cost share zero. If OOP remainder smaller than copay, cost share limited. Likely yes.
Need handle deductible copay credit when deductible threshold met but OOP not: deductible_applied 0, copay still applies and credits OOP. If OOP met, no copay.
Need handle family OOPM. Need define exact algorithm.
Let's model possibilities. We need compute final values. We can do manual with careful table. But many lines, adjustments. Need maybe write pseudo and calculate. No python available; can do stepwise arithmetic manually. Need high accuracy. Could use internal reasoning with spreadsheets. Need be very careful.
First define algorithm. Let's decide based on prompt.
Deductible accumulators:
- Member deductible balance D_m (single, all networks). Family deductible balance D_f.
- Threshold for INN claim: individual INN deductible 2500; family INN 5000. Embedded: deductible_applied = min(claim allowed? or member resp subject to deductible?, individual remainder (2500-D_m), family remainder (5000-D_f)). But if OON balance >2500? D_m may exceed 2500 due to OON; individual remainder for INN is max(0,2500-D_m). Family remainder max(0,5000-D_f). If D_m >2500, INN deductible satisfied. If D_f >5000, family satisfied.
- For OON claim: deductible_applied = min(claim allowed? or member resp?, OON individual remainder 5000-D_m). Family not limit.
But for OON coinsurance after deductible: 50% member. If member OON deductible not satisfied, member pays 100% allowed up to remaining OON deductible? The plan says coinsurance after deductible. For OON, deductible individual 5000. If D_m less than 5000, allowed amount first fills deductible (member pays 100% of allowed until 5000), then 50% coinsurance. Need OOPM OON 11000 limit. Also family credits.
For INN after deductible: 30% member.
Copay services: If INN and not OOPM met, pay copay (subject to OOP cap). Copay credits deductible if deductible threshold not met. Does deductible credit limited by deductible remainder? yes. Copay always credits OOP. If deductible threshold not met but family remainder less than copay? Embedded: member deductible satisfied by lesser individual/family remainder. For deductible_applied from copay, should be min(copay, individual remainder, family remainder). If family remainder smaller, only that much credits deductible? But member still pays copay? The remainder of copay would not credit deductible? It still credits OOP. Example family deductible almost met; copay 60, family remainder 10, individual remainder >10. Under embedded, deductible_applied is lesser of individual remainder and family remainder? For a claim, deductible_applied = lesser of allowed and room under threshold. For INN, smaller of member individual remainder and family remainder. So yes only 10 credits deductible. But member pays copay 60; what about other 50? It is copay, not deductible, credits OOP. So deductible_applied may be less than copay. That seems consistent.
If member individual deductible already met but family not, deductible_applied 0; copay still. If family deductible met, deductible_applied 0.
For non-copay claims, deductible_applied = min(allowed, individual rem, family rem) for INN. Then remaining allowed after deductible? If dedu[empty response]Grader detail
json{
"reason": "response did not contain parseable JSON"
}0LDG-011Twenty-four claims, five members, four edits30,000 out · 765.6s
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Reasoning · 30,000 tokens
We need answer JSON only. Need solve ledger. Need be careful. Let's parse plan rules. Need compute final components for claims 13,20,28 and ending accumulators after all lines including adjustments/voids.
We need understand plan: Bluebonnet PPO 1500, embedded individual IN ded 1500, family IN ded 3000. OON individual ded 3000, same single member deductible balance measured against OON threshold for OON services. In-network and out-of-network deductible credits accumulate to single member deductible balance. Family deductible? Accumulator has family total deductible. Rules: A claim's deductible_applied is LESSER of allowed amount and room left under threshold: in-network: smaller of member individual remainder and family remainder (embedded); out-of-network: out-of-network individual remainder, measured against member's same single deductible balance. Once applicable threshold met, deductible_applied 0.00. Balance running total deductible_applied. OON thresholds higher; OON claims can carry member balance past in-network individual amount and family balances past family amounts; balances not capped at in-network amounts. OON claims measured against OON individual thresholds only; family amounts (in-network amounts) do not limit an OON claim. Credits OON generates still accumulate to member balance and family balance.
OOPM: individual IN 6000, family IN 12000, individual OON 12000. Once member reaches OOPM plan pays 100% allowed for covered services remainder. Need determine OOPM balances: running total of member_responsibility? Glossary: Accumulator running total deductible or OOPM. Addendum: balance is running total of deductible_applied (for deductible) or of member_responsibility (for out-of-pocket balance). Copays always credit OOPM, not deductible. Preventive in-network no cost share, no accumulator. OON preventive subject to OON deductible and coinsurance. Need consider family OOPM? likely running total of member responsibility for all members? It says family total out-of-pocket. OON claims credits still accumulate to member balance and family balance. Does OON member responsibility credit family OOPM? Probably yes? But family OOPM is in-network amount 12000? Plan doc: Out-of-pocket maximum Individual (in-network) 6000, Family (in-network) 12000, Individual (out-of-network) 12000. It doesn't explicitly say family out-of-network. Addendum: out-of-network claims measured against out-of-network individual thresholds only; 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 member's balance and to family balance. So family OOPM accumulator includes OON member responsibility, but family OOPM threshold? family in-network 12000, but it does not limit OON claim. If family OOPM reaches 12000, what happens? For in-network claims maybe plan pays 100%? But embedded individual OOPM first. Need model. The output requires ending family deductible/oopm, not effects maybe. Need compute all.
Need handle copays: PCP 30, specialist 60, urgent care 75, ER 400 waived if admission then deductible/coinsurance, generic retail pharmacy 15. Copays do not credit deductible, always credit OOPM. If member reached OOPM? Then plan pays 100%, no copay? "Once a member reaches OOPM plan pays 100% allowed amount for covered services remainder." So copay would be 0 if OOPM met? Need yes. Also if deductible met? Copays don't subject deductible, just flat unless OOPM met. For preventive in-network no cost share and move no accumulator. OON preventive subject OON deductible and coinsurance (despite "annual wellness visit"? line 15 says Annual wellness visit, out-of-network. It is preventive but OON, so subject to OON deductible and coinsurance.) Screening mammography in-network preventive no cost share. Screening colonoscopy in-network preventive? Preventive services required covered without cost share; likely screening colonoscopy no polyp removed is preventive, in-network -> no cost share no accumulators. Need apply.
Need process each line in order, including adjustments and voids. Need understand adjustment: unwinds named claim's credits from every accumulator touched and re-adjudicates that claim at corrected values against accumulators as they stand at adjustment. Claims in between not reprocessed. "credits that claim generated — its deductible credit and its member responsibility — are removed from every accumulator they touched (member's and family's)" and re-adjudicated. It says deductible credit and member responsibility. What about copay? Member responsibility includes copay/coinsurance/deductible? Need components: member_responsibility = sum deductible_applied + copay + coinsurance? Plan says member_responsibility plus plan_paid equals allowed amount. OOP balance running total of member_responsibility. So adjustment removes member responsibility (all cost share) from OOP accumulators, and deductible_applied from deductible accumulators. Then re-adjudicates corrected allowed amount. If original generated copay (urgent care claim 13 void later), but void removes credits. Need track each claim's original components and what accumulators touched.
Void: unwinds credits and posts nothing. Voided claim has no member responsibility and no plan payment. Components 0.00. Claim 13 is urgent care visit then void line 26. Required final components for claim 13: since voided, every component 0.00. Need still ending accumulators reflect void removing its original copay OOP credit (if any). We need compute original to unwind.
Adjustments to Claim 8 twice: line14 correct allowed to 13440.35; line24 correct to 11384.77. Claim 8 not asked components but affects accumulators. Need process both. For adjustment, original claim 8 processed at line8, then line14 unwind original credits and readjudicate with allowed 13440.35 against current accumulators. Later line24 unwind claim 8's credits as they stand after line14 (the current on-books components) and readjudicate with allowed 11384.77 against current accumulators. Need track.
Claim 9 void line21: original line9, then void removes original credits. Need track.
Need determine order of line dates? Process listed order. Fine.
Need compute exact amounts to cents. Must round half up at end? Money given cents. Operations additions, percentages may produce fractions. Need round final cent? Coinsurance 20%/40% of allowed after deductible? Member cost share calculated from allowed. Deductible applied exact. Coinsurance percentage of allowed after deductible? Usually if deductible applied part, remaining allowed subject to coinsurance. Need calculate member coinsurance = percentage * (allowed - deductible_applied)? Or percentage of allowed after deductible satisfied? Addendum: deductible_applied lesser allowed and room. Then after deductible, coinsurance. So if deductible not full, coinsurance on allowed - deductible_applied. If threshold met mid-claim, deductible_applied covers remaining room, rest coinsurance. Need compute. Copay claims: For office visit etc if deductible not met? Copay applies. If copay service and deductible not met, is allowed amount used? Member pays copay, plan pays allowed - copay? Deductible_applied 0 (copays do not credit deductible). But what if allowed less than copay? Usually copay limited to allowed? Need likely copay = min(flat, allowed?) but allowed > copay for all. If OOPM met, cost share 0. Need consider if copay service when member has satisfied individual deductible? Copays not affected by deductible; still copay unless OOPM. If member OOPM met, plan 100%, copay 0.
Preventive: in-network no cost share, plan paid allowed, no accumulators. OON preventive: subject OON deductible and coinsurance. Annual wellness visit OON line15: if D's OON deductible? Need compute.
Important: single member deductible balance accumulates both IN and OON deductible_applied. For in-network threshold: individual remainder = 1500 - member_deductible_balance? But OON claims can carry balance past 1500. For in-network claim after balance >1500, individual remainder is 0. For family remainder: family deductible threshold 3000, family deductible balance can be carried past by OON? Addendum: balances not capped at in-network amounts; family balances past family amounts. For in-network claim deductible_applied room under family threshold = max(0, 3000 - family_ded_balance). If family balance >3000, 0. For embedded, in-network deductible_applied = min(allowed, individual_remainder, family_remainder). But if family remainder lower than individual remainder, family limits. However OON may have pushed family above 3000, so 0. For OON claim deductible_applied = min(allowed, OON individual remainder = max(0, 3000 - member_deductible_balance)). It does not consider family. It credits member balance and family balance. If member balance already >3000 due to IN? IN cannot exceed 1500 per member but family maybe; individual balance from IN plus OON. If individual balance >=3000, OON ded 0. OON coinsurance after OON deductible threshold met: 40% of allowed - ded applied. But what about if member balance >1500 but <3000 due to prior OON? OON ded room 3000 - balance. Fine.
OOPM: Individual in-network 6000. Individual out-of-network 12000. Member reaches OOPM -> plan pays 100% allowed for covered services. Need determine which OOPM threshold applies for each claim: service network? "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." Plan doc lists individual IN 6000, OON 12000. Addendum: balance running total of member_responsibility. OON claims measured against OON individual thresholds only; family amounts, which are in-network amounts, do not limit an OON claim. The credits an OON claim generates still accumulate to member balance and family balance.
Need interpret OOP accumulators per member: There may be one out-of-pocket balance, measured against threshold depending on network? Or separate in-network/out-of-network balances? The plan says OOPM individual in-network 6000, family in-network 12000, individual out-of-network 12000. "Once a member reaches the out-of-pocket maximum..." Which maximum? For in-network services, individual IN OOPM 6000; for OON services, individual OON OOPM 12000? Usually OON has separate higher OOPM, maybe in-network cost share counts to OON OOPM but OON cost share doesn't count to IN OOPM? But addendum says balances are running total member_responsibility, not capped. "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 implies there is a single member OOP balance, and thresholds: for in-network claim maybe check if balance has reached IN OOPM 6000? For OON claim check if balance reached OON OOPM 12000? "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." That suggests for an OON claim, member responsibility continues until member OOP balance reaches 12000, even if over 6000. For in-network claim, if member OOP balance >=6000, plan pays 100%? But if balance >6000 due to OON, then yes in-network covered at 100. If balance between 6000 and 12000, OON still subject to coinsurance until 12000. Family OOPM 12000? For in-network claims maybe family OOP balance threshold 12000 causes plan 100% for all? But individual thresholds likely first. Need model family OOPM: embedded? Plan doc doesn't specify embedded vs aggregate for OOPM, but family OOPM 12000. Once family reaches OOPM? "Once a member reaches the out-of-pocket maximum ..." says member. But family OOPM also exists. Accumulator includes family total OOP. Need define how family OOPM affects claims. Usually embedded OOPM? In embedded family deductible, likely embedded OOPM? Not explicitly. "Out-of-pocket maximum (OOPM): the ceiling on member cost share for the plan year. Once reached, the plan pays 100%..." Glossary says member cost share. Family OOPM? "Family total" accumulator. The rules for deductible mention embedded structure. For OOPM not explicit embedded/aggregate. Need infer from "A member's own accumulator and the family accumulator both move on every claim that generates cost share." "The credits an out-of-network claim generates still accumulate to the member's balance and to the family balance." "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." This suggests family OOPM threshold may limit in-network claims? Maybe when family total reaches 12000, all in-network covered 100. For OON claims, family amount does not limit, but individual OON threshold 12000 may.
Need maybe calculate if any family OOPM triggers? We need ending values, but also components may depend if family OOPM met before some claims. Need check totals. Likely family OOPM could be reached due to many claims. Need determine exact rule.
Let's parse text carefully:
GLOSSARY:
- OOPM: ceiling on member cost share for plan year. Once reached, plan pays 100% allowed for covered in-network services. Premiums and non-covered never count.
Wait glossary says "for covered in-network services" specifically? It says: "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." That's from ground rules. But plan doc says once member reaches OOPM plan pays 100% allowed for covered services remainder. It includes OON OOPM? Need plan doc governs? It has individual OON 12000. Maybe after OON OOPM plan pays 100 for covered services (including OON?). But harness addendum: OON claims measured against OON individual thresholds only; family amounts, which are in-network amounts, do not limit an OON claim. So OON threshold matters.
Output ending_family_oopm: just sum? Need not trigger? Let's see.
Potential ambiguity: Does OOPM balance include deductible, coinsurance, copays (yes) but not premiums. Does deductible_applied count to OOP? Member_responsibility includes deductible, copay, coinsurance. So OOP balance is total member responsibility. For preventive no member resp no credit.
Need simulate. Need decide handling of family OOPM for in-network claims. It might matter for later claims if family total reaches 12000 before individual. Let's roughly compute. There are high claims. Many member responsibilities. Individual D maybe high. E has OON big. A has some. Family OOPM likely exceed 12000. If family OOPM triggers, later in-network claims could be 0 member responsibility, changing ending accumulators (stay at trigger maybe?). Need know.
Let's compute step by step. Use high precision. I can manually or use mental? Could use analysis and maybe do arithmetic carefully. But no actual calculator. Need compute exact cents. We can use reasoning and manual arithmetic. Could maybe simulate with internal mental but need exact. Let's build spreadsheet manually. We have enough time. Need be meticulous.
Definitions:
For each member:
- ded_balance (single; starts 0)
- oop_balance (member_responsibility total; starts 0)
Family:
- fam_ded_balance (sum of deductible_applied including OON? yes)
- fam_oop_balance (sum of member_responsibility? likely)
Thresholds:
IN individual ded = 1500; family ded=3000. OON individual ded =3000.
IN individual OOPM=6000; family OOPM=12000; OON individual OOPM=12000.
Need determine for claim adjudication:
First check if service preventive in-network -> no cost share, no accumulators. OON preventive -> not exempt; apply OON ded/coins.
For non-preventive:
If service has copay (PCP, specialist, urgent care, ER not admitted, generic retail): If member OOPM already met? Need which threshold? For IN copay, if member oop_balance >= IN individual 6000 OR family OOPM met? Then copay 0? Else copay flat. Deductible applied 0. Plan paid allowed - copay. Member resp copay. OOP credits. But what if family OOPM met but individual not? We'll decide. If allowed less than copay, cap? Not relevant except pharmacy allowed 37/39 >15.
For IN non-copay services (outpatient, imaging, inpatient, surgery, rehab, lab, diagnostic, stress test, ED treated and released? ED has copay if treated and released, so line16 is ED copay 400 because disposition treated and released. If admitted, waived and ded/coins. Here treated released -> copay 400. Annual wellness OON no copay, coins. Specialty pharmacy admin OON no copay. Ambulatory surgery OON no copay.)
IN non-copay: if member OOPM threshold met? If yes member resp 0, plan 100. Else deductible_applied = min(allowed, indiv IN remainder = max(0,1500 - ded_balance), family remainder=max(0,3000-fam_ded)). But if ded_balance >1500 due OON, indiv remainder 0. Then remaining = allowed - ded_applied. Coinsurance = 20% * remaining. Member resp = ded_applied + coinsurance. Plan paid = allowed - member resp = 80% remaining. OOP credit member resp. Ded credits member and family ded by ded_applied. If family OOPM met? Need maybe if family oop >=12000 and service IN, member resp 0? If so no credits. Need decide. Could be triggered.
OON non-copay: if member OOP balance >= OON individual 12000? Then plan 100? Else deductible_applied = min(allowed, max(0,3000 - ded_balance)). Note family remainder not limit. Remaining = allowed - ded_applied. Coinsurance = 40% remaining. Member resp = ded + coins. Plan paid = 60% remaining. OOP credit member resp. Ded credits member and family by ded_applied. Family OOPM does not limit OON; individual IN OOPM does not limit OON until 12000? Yes.
Adjustments: Need remove original claim's deductible_applied from member ded and family ded, remove member_responsibility from member OOP and family OOP. Then readjudicate corrected claim using accumulators after removal and with all other claims unchanged. If original was voided? Not here. For adjustment to claim 8, if claim 8 original had member resp etc. Need recompute maybe if thresholds changed due removal. Then add new components. For line24, remove current claim 8 components from accumulators (line14 version) then readjudicate to new allowed.
Void: remove original components from accumulators, set components zero, no plan paid. For claim 9, line21 void: remove original line9 credits. But claims after line9 before line21 are not reprocessed; their results stand. So void can lower accumulators, possibly causing later claims after line21 to have more cost share because accumulators lower (deductible/OOP not met). Need process in order. Similarly void claim13 at line26 removes urgent care copay from C OOP. Could affect later claim? Claim27/28 for D after; not C. But ending accumulators lower.
Need know final components for claim 13 (void -> 0). claim20 original line20 D urgent care; no adjustment; need final components as of original (unless D OOPM met? need compute). claim28 line28 OON specialty pharmacy admin for D; need compute with accumulators after all prior including voids/adjustments.
Let's simulate. Need maybe write manual table. We'll track after each line.
Important: preventive in-network line6 screening mammography: no cost share, no accumulators. line22 screening colonoscopy in-network preventive no cost share, no accumulators. Line15 OON annual wellness: OON preventive subject to OON ded/coins. It may generate cost share. Need determine if D's OON ded/OOP status at line15.
Line16 ED treated released: in-network ED copay 400. If D has OOPM met, maybe 0. Need compute.
Let's start initial:
A ded=0 oop=0
B ded=0 oop=0
C ded=0 oop=0
D ded=0 oop=0
E ded=0 oop=0
Fam ded=0 oop=0
Line1 Claim1 D IN outpatient p[empty response]Grader detail
json{
"reason": "response did not contain parseable JSON"
}0LDG-003Aggregate HDHP, sixteen claims, two adjustments30,000 out · 712.8s
See what every other model answered →
Reasoning · 30,000 tokens
We need answer JSON. Need solve ledger carefully. We need process all lines, adjustments/voids. Plan: Trinity HDHP 3200 aggregate family deductible 6400 in-network. Out-of-network individual deductible 6400 but single member deductible balance? Need parse exact rules.
Important nuances:
- Plan year 2026.
- Deductible individual in-network 3200 but structure AGGREGATE: plan pays no coinsurance for any member until total family credits reach family deductible 6400. There is no individual deductible under this structure. However accumulator addendum says in-network deductible_applied is family remainder alone (aggregate). So for in-network claims, deductible applied = min(allowed, family deductible remainder). Member OOPM? Individual in-network OOPM 7000, family 14000. Once member reaches OOPM plan pays 100% allowed for covered services remainder plan year. Need track member OOP balances (member_responsibility) for in-network? Out-of-network? The plan doc: OOPM individual in-network 7000, family in-network 14000, individual out-of-network 14000. Once a member reaches OOPM the plan pays 100% allowed for covered services remainder of plan year. It doesn't explicitly separate in-network vs out-of-network? It lists individual OON OOPM 14000. Accumulators addendum: A balance is running total of member_responsibility (for 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 family balances past family amounts; balances not capped at in-network amounts. Out-of-network claims measured against out-of-network individual thresholds only; family amounts, which are in-network amounts, do not limit an out-of-network claim. Credits an out-of-network claim generates still accumulate to member's balance and family balance.
Need infer OOPM application. There are separate in-network individual OOPM 7000 and out-of-network individual 14000. Single member out-of-pocket balance? It says out-of-network claims can carry a member's balance past the in-network individual amount. So maybe member OOP balance is combined? But threshold applicable depends on network? Need determine.
From family ledger task likely wants ending deductible and OOPM accumulators for each member and family. We need track deductible credits and OOP member responsibility. The plan says OOPM once member reaches the out-of-pocket maximum plan pays 100% allowed for covered services remainder. But if OON threshold 14000 and INN 7000, how combined? Could have separate accumulators? Required only ending_oopm_a etc likely one OOPM balance per member? The addendum says A balance is 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. That implies a single member OOP balance that accumulates both INN and OON member responsibility, measured against threshold that applies to current claim: INN claim threshold maybe individual INN OOPM 7000? OON claim threshold OON individual 14000. Also family OOPM? For INN claims, family OOPM 14000 may limit? It says Once a member reaches OOPM ... For family? The family OOPM 14000 probably aggregate? Need parse. Plan doc: Out-of-pocket maximum Individual (in-network) 7000, Family (in-network) 14000, Individual (out-of-network) 14000. Once a member reaches the out-of-pocket maximum the plan pays 100% ... It doesn't mention family OOPM triggering. But required ending_family_oopm. Under aggregate deductible, family OOPM likely total member responsibility across family? But how affects claims? Maybe family OOPM is an accumulator but not used? Need infer from harness rules. In family accumulator task, likely track family total deductible and OOPM. For claims, member responsibility and plan paid. Need apply individual OOPM (and maybe family OOPM?) to cap cost share.
Let's inspect language:
- OOPM: ceiling on member cost share for plan year. Once reached, plan pays 100% allowed amount for covered in-network services. Premiums and non-covered never count. (Glossary says covered in-network services; but plan doc says covered services). Plan doc: Individual INN 7000, Family INN 14000, Individual OON 14000. Once a member reaches the out-of-pocket maximum plan pays 100% allowed for covered services remainder. It says member, not family. But family OOPM exists. In family plans, family OOPM can be aggregate, but here maybe only individual matters? But required family OOPM maybe sum of member OOP balances, not used to adjudicate? Need determine.
The task family rules at top:
- Process lines order. Each line updates accumulators next line measured against, for member AND family.
- A member's own accumulator and family accumulator both move on every claim that generates cost share. Under embedded... aggregate...
- ADJUSTMENT...
- Preventive... no cost share.
No explicit OOPM application rule except plan doc. Accumulators addendum: A claim's deductible_applied is lesser of allowed and room left under deductible threshold that applies to it: in-network: smaller of member individual remainder and family remainder (embedded), or family remainder alone (aggregate); out-of-network: OON individual remainder, measured against member's same single deductible balance. Once applicable threshold met, deductible_applied 0.00...
A balance is running total of deductible_applied (for deductible) or member_responsibility (for out-of-pocket balance). Because OON thresholds are higher, OON claims can carry a member's balance past the INN individual amount, and family balances past family amounts; balances not capped at INN amounts.
OON claims measured against OON individual thresholds only; family amounts, which are INN amounts, do not limit an OON claim. Credits an OON claim generates still accumulate to member's balance and to family balance.
This addendum focuses on deductible, but mentions out-of-pocket balance too. For OOPM likely similar: For INN claim, cost share after deductible is coinsurance until member's OOP balance reaches individual INN OOPM? Also family OOPM? Since family amounts are INN amounts and don't limit OON. For OON claim, measured against OON individual OOPM only. The family OOPM is an INN amount, does not limit OON. For INN claim, is family OOPM also a threshold? Maybe yes, like aggregate? But OOPM structure not specified as aggregate. The plan says individual OOPM 7000, family 14000. Usually embedded? Could be individual and family. Under HDHP? Need know default? The plan doc deductible explicitly aggregate. For OOPM it doesn't specify structure. Glossary: OOPM ceiling on member cost share. Could be individual and family. Maybe family OOPM is aggregate? But no structure. In many plans, individual OOPM embedded? If family OOPM reached, plan pays 100% for all? But "Once a member reaches" suggests individual. Required ending_family_oopm could simply sum of members. Need decide if family OOPM affects adjudication. We need see ledger amounts.
Let's calculate with possible interpretations and see plausible. We must report claim 7,14,18. Claim 7 is voided, so components 0.00 per rule. But need accumulators reflect void unwinds. Claim 14 after lots. Claim 18 final.
Need track all claims, adjustment, void. Let's build ledger step by step.
Plan: Aggregate family deductible 6400 INN. OON individual deductible 6400 but same single member deductible balance? Hmm "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." Means each member has one deductible balance with INN and OON credits. For INN services threshold family 6400 aggregate. For OON services threshold individual OON 6400 measured against same member balance. This is tricky: If member balance includes prior INN credits, OON deductible_applied is min(allowed, OON individual remainder = max(0,6400 - member balance?)). But family deductible threshold for INN uses family total balance? "family remainder alone (aggregate)" family deductible balance total credits from all members? Yes.
OON credits also accumulate to member balance and family balance. So family deductible balance can include OON deductible_applied? The addendum: credits an OON claim generates still accumulate to member's balance and to family balance. So family total deductible balance includes OON deductible applied. But OON claims measured against OON individual thresholds only; family amounts do not limit OON claim. So for INN claim, family remainder = 6400 - family total deductible credits (including OON credits). That could reduce INN deductible applied. Does OON deductible credit count toward family aggregate deductible? It says yes accumulate to family balance. However family amounts are in-network amounts? Hmm "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 yes OON deductible credits count in family balance for later INN claims maybe.
For OOPM: likely member OOP balance includes member responsibility from INN and OON. Family OOP balance includes all member_responsibility? OON credits still accumulate to family. INN claim may be limited by individual INN OOPM and family INN OOPM? Need decide. Let's track both.
Coinsurance: INN 10% after deductible; OON 40% after OON deductible. No copays. All services subject to deductible and coinsurance except preventive INN (none here? Generic pharmacy not preventive; all cost share).
Need calculate. Use high precision cents round half up at end per claim? Dollar amounts two decimals. Need process adjustments exactly.
Let's create variables:
For each member m: ded_balance (single deductible balance) starting 0; oop_balance maybe total member_responsibility starting 0. Family ded balance total starting 0; family oop balance total starting 0. But thresholds:
- INN claim for member m: deductible room = family_ded_threshold 6400 - family_ded_balance (not less than 0). ded_app = min(allowed, room). Since aggregate no individual INN ded threshold. Then after ded_app, remaining allowed = allowed - ded_app. Coinsurance = 10% of remaining, but subject to OOPM? Need if member or family OOP max reached. For INN claim, OOPM threshold? Could be individual 7000 and family 14000. If member oop_balance already >= 7000, plan pays 100% for covered services? Then member_responsibility 0, plan pays allowed. If family oop_balance >= 14000 maybe plan pays? Need uncertain. If both apply, coinsurance limited by room in member OOPM (7000 - member oop) and maybe family OOPM (14000 - family oop). Since member responsibility counts to both. For INN claim, member_responsibility = ded_app + min(coinsurance, OOP room?) But deductible_applied also counts toward OOPM? In health plans, deductible counts to OOPM. The addendum says out-of-pocket balance running total of member_responsibility, which includes deductible and coinsurance (member responsibility total). So yes.
If member OOP balance < 7000, member can pay up to 7000 - oop_balance on INN claim. If family OOPM applies, also cap by 14000 - family_oop. If cap reached, plan pays rest. But if member OOP reaches threshold mid-claim, plan pays rest. Need compute.
- OON claim: deductible room = individual OON deductible 6400 - member_ded_balance? But member_ded_balance may include INN and OON prior. "single member deductible balance. threshold above is measured when service is out-of-network." So yes ded_app = min(allowed, max(0, 6400 - member_ded_balance)). Then coinsurance 40% of remainder. OON claim measured against OON individual thresholds only; family amounts do not limit. For OOPM, OON individual OOPM 14000. Member oop_balance maybe total member responsibility, measured against 14000 for OON claim? Since OON claims can carry balance past INN individual amount. So cap by max(0, 14000 - member_oop_balance) for OON. Family OOPM does not limit OON. Deductible and coinsurance count to OOP balance.
Could there be separate OOP balances for INN and OON? Required ending_oopm_a perhaps one value maybe total. The phrase "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 balance is a single running total not separate, and for INN thresholds, if balance > INN threshold due to OON, no more INN cost share? E.g. if member balance 10000 from OON, an INN claim sees member OOP balance past INN 7000, so plan pays 100% for INN. That matches "can carry past". For OON threshold 14000, if balance 10000, OON claim still has room 4000. Good.
Family OOPM: "family balances past the family amounts" likely family OOP balance can exceed family INN OOPM due to OON, and family INN OOPM may cap INN claims. So for INN claim, cap by both individual INN 7000 and family INN 14000? The phrase family balances past family amounts supports family OOP balance used for INN family threshold. But how structure? Could be aggregate? It might be that for INN claims, if family OOP balance reaches 14000, plan pays 100% for all members. Also individual OOPM applies per member. Need include? Let's examine ledger amounts to see if family OOPM reached. Total allowed INN large; likely family OOPM reached by end. If family OOPM applies, later INN claims may be plan paid 100% after family OOP reaches 14000, affecting claim 18 maybe. Need calculate.
Let's calculate carefully. We can simulate manually with possible rules. Need final answer one JSON. Need confidence.
Let's first implement likely rules: aggregate family deductible; OOPM individual INN 7000, family INN 14000; OON individual deductible 6400, OON individual OOPM 14000; single deductible and OOP balances; OON credits count to family balances; INN claims capped by member INN OOPM and family INN OOPM? Need decide if family OOPM is aggregate or embedded. Since deductible is aggregate but OOPM not specified. The plan doc lists individual and family. Glossary: OOPM ceiling on member cost share for plan year. Once reached, plan pays 100% allowed for covered in-network services. It doesn't say family ceiling. But family OOPM maybe overall ceiling for family? In many plans, family OOPM can be aggregate or embedded. Here no structure. Maybe family OOPM only sum, not used? But required ending_family_oopm maybe just sum. Yet addendum says "family balances past the family amounts" indicates family threshold exists. Let's consider both.
Need also adjustment Claim 3: Original claim 3 processed line 3 before OON etc. Adjustment at line 9 unwinds credits from accumulators and re-adjudicates against current accumulators. Important: Claim 3 original was INN allowed 6842.97. It likely applied deductible and coinsurance. At adjustment, remove its original deductible_applied and member_responsibility from all accumulators touched (member A ded, family ded, A oop, family oop). Then re-adjudicate corrected allowed 5816.52 against accumulators as stand at line 9 (after lines 4-8 and after unwinding? wording: unwinds credits from every accumulator they touched and re-adjudicates against accumulators as they stand at adjustment. Usually unwind first then recalc. Claims between not reprocessed. Need do that. Since original claim 3 was large and may have satisfied family deductible partly; unwinding could cause later claims originally adjudicated with deductible satisfied to stand, but adjustment re-adjudicates claim 3 against current accumulators after later claims, possibly after family deductible already met, leading deductible_applied 0 and coinsurance only, maybe OOP caps. This creates differences.
Need process line by line exactly.
Let's start with likely full rule (family OOPM applies to INN). We'll calculate to see.
Define for each claim:
allowed A. ded_app. coins_initial = (allowed - ded_app)*coinsurance percentage. member_responsibility before OOP cap = ded_app + coins_initial. But if OOP caps apply, total member_responsibility limited to remaining OOP room. The split between deductible and coinsurance? If cap occurs during deductible? deductible_applied counts to OOP. If OOP room less than deductible_app? Then deductible_applied should be limited? But deductible_applied is defined as lesser of allowed and deductible room, independent of OOPM? If member OOP max already met, deductible_applied should be 0 because plan pays 100? Glossary: Once OOPM reached plan pays 100%; so no deductible. Accumulator addendum: Once applicable deductible threshold met deductible_applied 0. But OOPM is separate. If OOPM met, plan pays 100; deductible_applied likely 0, member_responsibility 0. If OOP room less than deductible due? For INN, if family deductible not met but member OOPM reached? Could happen. Then plan pays 100, no deductible credit. If OOP room less than full cost share, we need allocate member responsibility up to room. Does deductible_applied equal min(deductible room, OOP room?) If cost share includes deductible first, then coinsurance. If OOP room cuts off in deductible, then deductible_applied should be reduced to OOP room? But deductible_applied definition doesn't mention OOPM. However member_responsibility plus plan_paid equals allowed. If OOP cap limits total member resp, and deductible_applied is part of member resp? They ask components deductible_applied, copay, coinsurance. Usually deductible_applied + copay + coinsurance = member_responsibility. If OOP cap reduces member responsibility, which component reduces? In real claims, once OOP max met, all components zero. If partial, cost share accrues until OOP max; deductible_applied may be limited if max reached during deductible. But can a member's OOP balance be near max while deductible not met? With high OON claims, yes OON balance can exceed INN OOPM; then INN claim should be plan paid 100, no deductible. If OOP room less than deductible for OON? For OON, threshold OON OOPM 14000 and deductible 6400; since OOP includes deductible, if oop balance maybe 13000 from prior, OON claim has room 1000, deductible room maybe 6400. Then member responsibility limited 1000; is that deductible_applied 1000, coinsurance 0? Likely yes because cost share order deductible then coinsurance. But the definition of deductible_applied as lesser of allowed and deductible room doesn't include OOP room; maybe OOPM supersedes: once reached plan pays 100. To maintain components sum, we cap components in order? Need infer from harness. It may expect deductible_applied is cost share applied to deductible, capped by OOP room if OOP max intervenes. But they define deductible_applied as LESSER of allowed and room left under deductible threshold. No mention OOPM. But if OOPM reached, plan pays 100, so deductible not applied. If partially reached, the amount applied to deductible could be limited by OOPM. Need handle.
In our ledger, maybe OOP caps hit after deductible met, so easier? Let's see. Family deductible 6400 met early; OOP balances may reach individual 7000 for some members before later claims. Could cap coinsurance. Deductible already met for INN family; for OON individual maybe ded balance maybe high. We need track.
Let's calculate step by step using full rule and cap in order.
Initial:
Member ded: A0 B0 C0 D0; family ded 0.
Member oop: A0 B0 C0 D0; family oop 0.
Line1 Claim1 B INN allowed 4445.54.
Family ded room 6400. ded_app = 4445.54. remaining 0. coins=0. OOP room B indivi[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 · 715.5s
See what every other model answered →
Reasoning · 30,000 tokens
We need answer with JSON only. Need solve ledger carefully. Need parse rules.
We need process claims in order, with family accumulators initial. Plan Trinity HDHP 3200 aggregate. Need track accumulators:
Members A, B, C. Deductible balance single for in-network and out-of-network? Text:
Deductible: Individual in-network 3200; Family in-network 6400 aggregate; Out-of-network individual 6400. In-network and out-of-network deductible credits accumulate to a SINGLE member deductible balance. The amount above is threshold measured when service is out-of-network.
So each member has one deductible balance, but thresholds depend on claim network: for in-network, family threshold aggregate 6400? Under aggregate: family deductible must be satisfied in full before plan pays for any member. The family deductible amount is 6400 in-network. There is no individual deductible. For in-network claim, deductible_applied is lesser of allowed and family remainder alone (per accumulator addendum: in-network ... family remainder alone aggregate). Also member's own accumulator? It says each claim updates member and family accumulators. For aggregate, no member reaches coinsurance until family amount met. But member's deductible balance still accumulates? Ending deductible for member likely running total deductible_applied? It says balance is running total of deductible_applied for a deductible. For member, yes. But for in-network under aggregate, deductible_applied limited by family remainder, not individual threshold. Out-of-network measured against out-of-network individual remainder against same single deductible balance.
Out-of-pocket maximum: Individual in-network 7000; family in-network 14000; individual OON 14000. Once a member reaches OOPM plan pays 100% allowed for covered services remainder plan year. Need track member OOP balances. Which cost share counts? Deductible and coinsurance probably. Premiums/non-covered not. Since no copays. Preventive no cost share no accumulators. Out-of-network preventive subject to OON deductible and coinsurance. All claims covered except annual wellness? It says Annual wellness visit OON; preventive services in-network no cost share; out-of-network preventive subject to OON deductible/coinsurance. So line 5 is OON preventive: subject to deductible/coinsurance. Need determine if preventive? Annual wellness visit likely preventive. The plan says preventive care: In-network preventive required covered no cost share. An out-of-network preventive service is subject to OON deductible and coinsurance. So yes line 5 cost share under OON.
Need decide thresholds interaction. We have single deductible balance per member. In-network deductible_applied = min(allowed, family remainder alone) under aggregate. But also member individual? There is no individual deductible under aggregate. But ending_deductible_a is balance? It can exceed 3200? Text: out-of-network 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. Also out-of-network measured against OON individual threshold only; family amounts (in-network) do not limit OON claim. Credits OON still accumulate to member's balance and family balance. Need understand family deductible balance for OON? Family in-network threshold 6400. OON individual threshold 6400. Credits OON accumulate to family balance too. But family balance is not capped? It can pass family amount. But for in-network claims, family remainder? Is it max(family_deductible_threshold - family_balance, 0) but if OON credits push family_balance > 6400, remainder zero. For OON claim, deductible_applied measured against OON individual remainder = max(6400 - member_deductible_balance,0), not family. Then credits to member deductible balance and family balance. For in-network claims, if family balance below 6400, deductible applied is min(allowed, family remainder); if family balance >=6400, deductible applied 0. Member balance increases same amount. If member balance exceeds 3200? Under aggregate, if family not met, member balance can accumulate; but for in-network after family met, coinsurance? Member's own OOPM and maybe individual deductible? No individual deductible. However, for in-network coinsurance, do we need member individual deductible threshold? The plan says aggregate: plan pays no coinsurance for any member until total family credits reach family deductible. There is no individual deductible. So once family deductible met, all members coinsurance, regardless member balance. But member OOPM? Once member reaches OOPM, plan pays 100% for that member. Need track OOP balance: running total member_responsibility? Addendum: balance is running total of deductible_applied (for deductible) or of member_responsibility (for out-of-pocket balance). So OOP balance increases by member_responsibility (both deductible and coinsurance? member_responsibility total). For OON claims, which OOPM threshold? OON individual 14000. In-network individual 7000. But there is single member OOP balance? It says out-of-pocket maximum individual in-network 7000; individual out-of-network 14000. The balance is running total of member_responsibility; because OON thresholds higher, OON claims can carry balance past in-network amount. How apply thresholds by network? Similar deductible: for in-network claim, member OOP remainder? Under family? There is family OOPM 14000 in-network. Need know if family OOPM aggregate? Plan says OOPM Individual in-network 7000, Family 14000, Individual OON 14000. Once a member reaches the out-of-pocket maximum plan pays 100% allowed for covered services remainder. It doesn't explicitly say family OOPM structure. In many HDHP, family OOPM may aggregate? But text: Once a member reaches the out-of-pocket maximum... It gives family amount maybe for aggregate? Need infer from family rules? Task says ending_family_oopm, so track family OOP balance total. For claim cost share, does family OOPM limit member responsibility? It says out-of-pocket maximum: Individual (in-network) 7000; Family 14000; Individual OON 14000. Once a member reaches OOPM plan pays 100% for remainder. Does not state family OOPM triggers. Maybe family total cap? In accumulator addendum: out-of-network claims measured against out-of-network individual thresholds only; 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 member's balance and to family balance. This implies for in-network claims, family amounts may limit? It says family amounts, which are in-network amounts, do not limit an OON claim. So for in-network claims, family OOPM may limit? Need parse.
Plan document: OOPM Individual (in-network) 7000, Family (in-network) 14000, Individual OON 14000. Once a member reaches the out-of-pocket maximum the plan pays 100% allowed for covered services remainder. It says a member reaches, not family. But family OOPM likely cap total family cost share; once family total reaches 14000, plan pays 100% for all? Not explicit. But family deductible structure aggregate. For OOPM, maybe family amount is aggregate too? Need infer from rules. 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." This says family amounts do not limit OON claim; but for in-network claims, family amount likely limits. Similarly deductible: in-network measured against family remainder alone aggregate; OON measured against OON individual remainder. For OOPM, likely in-network cost share measured against smaller of member individual OOP remainder and family OOP remainder? But structure? They didn't explicitly say OOPM aggregate or embedded. We need derive from family accumulator initial and likely testing. Need be careful.
GLOSSARY: OOPM ceiling on member cost share for plan year. Once reached, plan pays 100% allowed for covered in-network services. It doesn't mention family OOPM in glossary. Plan doc says family OOPM. Addendum accumulator: "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." Only defines deductible_applied, not coinsurance/OOPM. But family rule: "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 for deductible.
Need calculate member responsibility: If deductible not met, member pays deductible_applied. Once deductible met, coinsurance = allowed * member % unless OOPM caps. If OOPM reached, plan pays 100. Need determine cap by individual/family OOP remainders for in-network.
Because this is synthetic, likely expected: For in-network, member cost share is limited by both individual OOPM remainder and family OOPM remainder (maybe aggregate? or embedded?). Since plan is aggregate deductible, maybe family OOPM also aggregate? But OOPM once a member reaches individual max. Family max maybe total cap. Let's search memory: Health plan HDHP family OOP maximum often: individual and family; if individual max met, plan pays 100 for that individual; if family max met, plan pays 100 for all. If aggregate deductible, likely family OOPM also aggregate? But not necessarily. Need use supplied document. 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 the plan year." Does not say family. But if family OOPM exists, maybe once family total reaches, all members. However family total initial 3708.11. Need see if family reaches 14000 during ledger; likely yes. If family OOPM aggregate triggers, later claims may plan paid 100. If only individual, A may reach 7000, C maybe, B maybe. Need know for final claims. We must decide.
Also out-of-network OOPM individual 14000. Is there family OON OOPM? no. OON claims measured against OON individual thresholds only, family amounts do not limit OON. So OON claim after individual OON OOPM? no. But OON credits still accumulate to family balance. Does OON member responsibility count toward in-network individual OOPM? Usually separate OON OOPM? The plan says out-of-network individual OOPM 14000. There is single OOP balance? It says balance is running total member_responsibility for out-of-pocket. Because OON thresholds are higher, OON claims can carry a member's balance past the in-network individual amount, and the family balances past the family amounts; balances are not capped at the in-network amounts. This strongly implies same OOP balance measured against threshold depending on service network: for in-network, individual 7000/family 14000; for OON, individual 14000. So OON responsibility counts toward the same balance, but when OON service, use OON threshold (higher). If balance already >7000 due to OON, subsequent in-network? It says balances not capped at in-network amounts. For in-network claim, threshold is in-network amount, so if balance >=7000, member OOP remainder zero => plan pays 100? But if balance exceeded due to OON, does in-network become 100? Likely yes if same balance and threshold. But could be separate accumulators? It says single member deductible balance for ded; for OOP it says balance, not explicitly single, but "a member's balance" maybe same? It says out-of-network claims can carry a member's balance past the in-network individual amount... That indicates a single OOP balance too. Good.
Need determine family OOPM application. "family balances past the family amounts" indicates family balance tracked and can exceed. In-network claims maybe measured against family amount? Need likely yes. For aggregate deductible, no individual deductible. For OOPM, could be individual plus family. Need infer from "the smaller of the member's individual remainder and the family remainder" phrase for embedded deductible. For aggregate deductible: family remainder alone. For OOPM, not specified embedded/aggregate. But initial accumulators include family total OOP. Required ending_family_oopm. The family OOP balance likely just total member_responsibility across all claims, maybe no cap. For adjudication, if family OOPM is aggregate? Need decide.
Potential clue: Plan name Trinity HDHP 3200. Deductible aggregate. OOPM family 14000. Usually if deductible aggregate, OOP max may also be aggregate? The family OOP max might be total cap. But many plans: family OOP max applies aggregate (overall family cost share cap), while individual OOP max embedded? The document says "Once a member reaches the out-of-pocket maximum the plan pays 100% ..." Could mean individual only. Family OOPM maybe just sum, but if family reaches, all? Could be. The addendum "family amounts ... do not limit an out-of-network claim" suggests family amount can limit in-network claim. So we should cap in-network coinsurance by family OOP remainder too. But how? Need define.
For in-network claim after deductible met, member coinsurance normally 10% of allowed. But cost share may be limited by member OOP remainder (individual in-network threshold minus member OOP balance) and family OOP remainder (family in-network threshold minus family OOP balance). Which one? If family OOPM is aggregate, the maximum member responsibility for claim is min(normal coinsurance, member OOP remainder? maybe if individual embedded? If individual OOPM is embedded, both; if family aggregate, maybe family remainder alone? The plan doc doesn't specify OOPM structure. Glossary: Embedded deductible defined; aggregate deductible defined. Not for OOPM. Family rule: "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 is only deductible. For OOPM, maybe standard: member reaches individual OOPM, plan pays 100 for member; family amount just total but not used for individual claim? But why "family amounts ... do not limit an out-of-network claim"? Could refer to deductible and OOPM family amounts. 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." This likely means for OON, deductible_applied uses OON individual deductible remainder, and coinsurance/OOP cap uses OON individual OOP remainder; family deductible/OOPM balances not limiting. For in-network, family amounts may limit, but individual amounts also? Need maybe use min of individual and family remainders for both deductible and OOPM if embedded; but deductible is aggregate, so family alone.
Let's parse: Deductible section: structure AGGREGATE — plan pays no coinsurance for any member until total family credits reach family deductible amount. There is no individual deductible under this structure. So for in-network deductible, family remainder only. For OOPM section: no structure. Could be individual OOPM embedded? Usually individual OOP max applies regardless family. If family OOP max aggregate, once family total reaches cap. The phrase "Once a member reaches the out-of-pocket maximum" singular. It doesn't say family reaches. Maybe family OOPM is not used to stop cost share except perhaps total reporting? But required ending_family_oopm. Maybe only accumulator tracking, not limiting? But addendum says family amounts do not limit OON claim, implying in-network family amount does limit? Could be just deductible? It says thresholds plural. "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." Thresholds includes deductible and OOPM. So family in-network OOPM might limit in-network claims.
Need likely implement: For in-network claim, member responsibility limited by both individual in-network OOP remainder and family in-network OOP remainder? Or family alone if aggregate? Since OOPM is not deductible; individual max definitely matters: "Once a member reaches the out-of-pocket maximum". Family max may also matter as ceiling on total family cost share. If family max reached, plan pays 100 for covered in-network services for all? Could be. So member responsibility = min(coinsurance, member OOP remainder, family OOP remainder). But if individual OOP remainder is larger than family, family cap limits; if family larger, individual cap limits. This is typical embedded OOPM. But if family OOPM aggregate and not embedded? Still min works because family cap applies in addition to individual. For deductible aggregate, individual deductible doesn't limit, but member OOPM does.
Need examine initial values: A deductible 1729.94, OOP 1762.13. C deductible 1382.40, OOP 1945.98. Family total deductible 3112.34, OOP 3708.11. Note A OOP 1762.13 > deductible 1729.94 by 32.19, C OOP 1945.98 > deductible 1382.40 by 563.58, sum OOP = 3708.11 exactly. So OOP balance includes member responsibility, not just deductible; prior coinsurance exists. Deductible family = sum 3112.34. So family deductible not met (6400 remaining 3287.66). We need process large claims.
Need track each line and adjustments/void. Important: Void Claim 1 after many claims. Adjustment Claim 6 after many claims. Need unwind and re-adjudicate. Claims in between not reprocessed. Need final components for claim 6 (adjusted), 15, 20. Need ending accumulators after line 20.
Need be meticulous. Let's define state variables:
Member deductible balances DA, DB, DC (single deductible balance). Family deductible balance FD. Member OOP balances OA, OB, OC. Family OOP balance FO. Initial:
DA=1729.94, OA=1762.13
DB=0, OB=0
DC=1382.40, OC=1945.98
FD=3112.34, FO=3708.11
Thresholds:
Family deductible in-network = 6400. Member OON deductible threshold = 6400.
Member IN OOPM = 7000. Family IN OOPM=14000. Member OON OOPM=14000.
For in-network covered nonpreventive:
Deductible phase if FD < 6400? deductible_applied = min(allowed, 6400 - FD). But if member OOPM/family OOPM? Deductible counts toward OOP; if OOP max already met, plan pays 100? OOPM ceiling on member cost share. If member or family OOPM reached, no cost share, deductible_applied 0? Need if deductible not met but OOPM met due to OON? Since same balance can exceed in-network threshold; then in-network cost share zero. Probably deductible_applied should be 0 if member OOP remainder zero or family OOP remainder zero? The deductible_applied definition only says lesser of allowed and room left under deductible threshold. It doesn't mention OOPM. But OOPM says once reached plan pays 100. If OOPM met, no member cost share, and no deductible credit? Since member responsibility 0, balance running total of member_responsibility doesn't move; deductible_applied is component of member responsibility? If OOPM met before deductible met (possible due to OON higher? Actually if OON OOPM 14000 and IN OOPM 7000, if balance >7000 due to OON, in-networ[empty response]Grader detail
json{
"reason": "response did not contain parseable JSON"
}0LDG-007Twenty claims with an adjustment to network status30,000 out · 705.5s
See what every other model answered →
Reasoning · 30,000 tokens
We need answer with JSON only. Need compute ledger. Need carefully parse rules. Let's reason extensively.
We have synthetic plan. Need process lines in order, accumulators member and family. Need final components for claims 15,17,23. Claim 17 voided later so components 0.00? It says where voided, every component is 0.00. Claim 15 no adjustment? Claim 23 no adjustment. Need ending accumulators.
Plan details:
Plan year 2026.
Deductible individual in-network 2500, family 5000, embedded. OON individual 5000. In-network and out-of-network deductible credits accumulate to a SINGLE member deductible balance. The amount above is threshold measured when service is OON. So each member has one deductible balance (credits from both IN and OON). For IN services, threshold is individual 2500 and family remainder? For OON, threshold is individual OON 5000. Since single balance, OON deductible applied is lesser of allowed and OON individual remainder = max(0,5000 - member deductible balance). But family balances? Accumulator addendum: A claim's deductible_applied is lesser of allowed and room left under deductible threshold that applies: in-network: smaller of member individual remainder and family remainder (embedded); out-of-network: OON 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. Balance is running total deductible_applied. Because OON thresholds higher, OON claims can carry member balance past in-network individual amount, and family balances past family amounts; balances not capped at in-network amounts. OON claims measured against OON individual thresholds only; family amounts, which are in-network amounts, do not limit an OON claim. Credits OON claim generates still accumulate to member's balance and to family balance.
OOPM: Individual in-network 5500, family 11000, OON individual 11000. Once member reaches OOPM plan pays 100% allowed for covered services remainder. Need interpret OOPM balances: member responsibility credits OOPM? Copays always credit OOPM. Deductible and coinsurance member responsibility likely credit OOPM. Preventive no. Non-covered? all covered? Need member responsibility count to OOPM. OON thresholds? It says out-of-network claims measured against out-of-network individual thresholds only; family amounts, in-network, do not limit OON claim. The credits OON claim generates still accumulate to member's balance and family balance. For OOPM? Need parse: Plan doc: Out-of-pocket maximum Individual in-network 5500, family 11000, Individual out-of-network 11000. Once member reaches OOPM plan pays 100% allowed for covered services. Accumulators: A balance is running total of deductible_applied (for deductible) or of member_responsibility (for 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; balances are not capped at the in-network amounts. Out-of-network claims are measured against the out-of-network individual thresholds only; 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 member's balance and to the family balance.
This suggests there are member OOP balances and family OOP balance. Member OOP balance is total member_responsibility from all claims? For IN and OON? Threshold depends on service network? A claim's cost share after deductible: IN coinsurance 30%, OON 50%, copays for specific services. Need determine when OOPM reached and effect. For IN claim, if member's IN OOP balance? But balance includes OON member responsibility? The text: single? It says out-of-pocket maximum individual in-network 5500, family 11000, individual OON 11000. It doesn't explicitly say single OOP balance for IN and OON; but accumulator addendum says out-of-network claims can carry a member's balance past in-network individual amount, and family balances past family amounts; balances not capped at in-network amounts. Out-of-network claims measured against OON individual thresholds only; family amounts, which are in-network amounts, do not limit an OON claim. Credits OON generates still accumulate to member's balance and family balance.
This seems: There is a member OOP balance (running member_responsibility) and family OOP balance. For IN claim, cost share limited by IN individual OOPM and family OOPM? Once member OOP balance reaches 5500? But if balance includes OON amounts, could OON credits push member balance >5500, and then IN claim? It says OON claims can carry member's balance past the in-network individual amount. Therefore balance can exceed 5500. For an IN claim, threshold is in-network individual 5500? But if balance already >5500 due to OON, then member has reached IN OOPM? It says measured against OON individual thresholds only for OON claims; for IN, likely measured against smaller of member IN OOP remainder and family IN OOP remainder? Since embedded? The plan doc says OOPM family 11000. It doesn't explicitly embedded/aggregate for OOPM. But likely similar embedded: individual OOPM can be satisfied on own; family OOPM also. The family amount is in-network amount. OON claims do not count toward family? It says credits OON generates still accumulate to member's balance and family balance. Hmm family OOP balance includes OON credits, but family amounts are in-network amounts and do not limit OON claim. So for IN claim, family OOP remainder could matter. Need infer.
Could be simpler: For each claim, member responsibility is computed based on deductible threshold and coinsurance/copay, unless member has reached OOP maximum. OOP maximum check: For in-network, if member OOP balance (including all member responsibility?) has reached individual IN OOPM 5500 or family OOPM 11000? Since embedded? The family OOPM might act like aggregate? Need inspect language. Plan doc: OOPM Individual (in-network) 5500, Family (in-network) 11000, Individual OON 11000. Once a member reaches OOPM plan pays 100% allowed for covered services for remainder. It doesn't specify embedded vs aggregate for OOPM. But glossary: embedded deductible only. Accumulators: in-network deductible uses smaller of member individual remainder and family remainder (embedded). For OOPM, maybe similarly: an IN claim's member responsibility is limited by both individual and family OOP remainders? Need decide.
The family OOPM could be aggregate: once family total member responsibility reaches 11000, plan pays 100 for any member? Or embedded: each individual can reach own 5500; family 11000 also can cap total. The phrase: "the family deductible is also satisfied once total family credits reach the family amount" for deductible. For OOPM not explicit. "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 implies family OOP amount can limit in-network claims. How? Could be if family OOP balance reaches 11000, then for subsequent IN claims plan pays 100? Since family amount is in-network. For OON, only individual OON 11000 matters. If OON credits count to family balance, family balance can exceed 11000 due OON, but OON claims not limited by family. For IN, if family balance >11000 due OON, then family IN OOPM met? likely yes? But "balances are not capped at the in-network amounts" suggests can exceed; for IN threshold measured against maybe max(0, threshold - balance) so if balance >= threshold then no cost share. That seems plausible.
Need also determine copays and deductible/OOPM. Copays credit deductible and OOPM. But deductible_applied for copay? Addendum: Once applicable threshold met, deductible_applied is 0.00, including for a copay that would otherwise credit the deductible. Copays DO credit deductible. So for copay service, if deductible not met, deductible_applied = copay amount? Or lesser of allowed and room? It says a claim's deductible_applied is lesser of allowed amount and room left under threshold. For copay service, allowed amount given, but member pays flat copay. Does deductible_applied equal copay amount if deductible not met? The line: Copays DO credit the deductible. Copays always credit OOPM. "Once applicable threshold is met, deductible_applied is 0.00, including for a copay that would otherwise credit the deductible." Thus if not met, copay's deductible_applied likely equals copay amount (not allowed amount). Member responsibility = copay. Plan pays rest allowed? Usually. Need see if copay service subject to deductible? Plan says copays do not apply to deductible unless plan doc says so; here copays credit deductible. Means the copay amount is counted toward deductible. Does service get deductible_applied equal copay and plan pays allowed - copay? Yes. If deductible threshold partially remaining less than copay? Then deductible_applied = lesser of room? But member responsibility maybe copay still? Hmm If copay is flat, if deductible near threshold, does copay still full? Usually copays not subject to deductible; but here they credit deductible. If deductible remainder less than copay, would deductible_applied be remainder and coinsurance? But service is copay-based. Addendum says deductible_applied lesser of allowed and room, once threshold met deductible_applied 0.00 including copay. It doesn't say copay reduced if deductible partially met. But if copay credits deductible, if room < copay, should deductible_applied be room and member still pays copay? Then member responsibility > deductible_applied? But deductible_applied is running total of deductible_applied. It might be that copay amount is deductible_applied until threshold met, and any excess? However for copay services, no coinsurance, so member responsibility = copay (unless OOPM met). If deductible remainder less than copay, do they still pay full copay? I think yes; copay not prorated by deductible. But deductible credit only up to remaining threshold? The balance cannot exceed threshold? Actually addendum says balances not capped at in-network amounts due OON; for IN threshold, once applicable threshold met deductible_applied 0.00. For a copay that would otherwise credit deductible, if threshold met then 0. If threshold not met but room less than copay? The threshold would be met by part, deductible_applied should be room? But then member responsibility still copay? The extra member responsibility would be? Copay is flat, not coinsurance. Could it count OOPM only. Need handle if occurs. We need see if any copays after deductible thresholds met or near. Specialist visit Claim 5 B before B deductible met? We'll calculate. Pharmacy claim 16 C maybe after C deductible met? likely yes. Need know if deductible_applied 0 if threshold met. If not met and room less than copay? Maybe not occur. But check.
Also emergency room copay waived if admitted, then visit subject to deductible and coinsurance. Claim 18 ED admitted as inpatient: so no 300 copay; subject to deductible/coinsurance.
Specialist office visit 50 copay. Generic pharmacy 10 copay. Urgent care none. ER one waived.
Need process all lines and adjustments/void. Important adjustments: Claim 5 adjusted down, Claim 4 adjusted down, Claim 17 void. Need unwind original credits and readjudicate against accumulators as stand at adjustment. Claims between not reprocessed. Need report final components of claim 15,17,23. Need ending accumulators after all lines. Need exact rounding: round half up at end of calculation, not intermediate. We can use cents precision. Need careful.
Let's set up model. Need decide details of OOPM and family. Let's inspect all claims to see if OOPM triggers. We'll compute sequentially. Use high precision maybe decimals manually. Let's create variables:
For each member m: ded_balance (total deductible_applied credits), oop_balance (total member_responsibility credits? For OOPM). Family: fam_ded_balance, fam_oop_balance.
Thresholds:
IN deductible individual 2500, family 5000. OON deductible individual 5000. IN OOPM individual 5500, family 11000. OON OOPM individual 11000. (Family OON? none? family amount in-network only).
For a claim:
Determine network.
Determine deductible_applied based on remaining threshold before claim.
For IN: ded_room = min(max(0,2500 - member ded_balance), max(0,5000 - fam_ded_balance)). But embedded: member can satisfy individual on own, but family remainder also can limit? Yes smaller. Since if family deductible met, no further deductible even if individual not? In embedded, family deductible satisfied once total family credits reach family amount; then plan pays? The document: "individual satisfies individual deductible on their own; family deductible also satisfied once total family credits reach family amount, whichever comes first." So if family total >=5000, all members considered deductible met? Yes. Thus room smaller.
For OON: ded_room = max(0,5000 - member ded_balance). Family does not limit. But credits add to family too.
Deductible_applied = min(allowed, ded_room) for regular medical (not copay?) For copay, likely min(copay? maybe allowed? Need later). But for non-copay, member pays deductible_applied first. Remaining allowed after deductible = allowed - deductible_applied. Coinsurance member percentage on remaining if any. But if member/family OOPM limits member responsibility, need cap member total member_responsibility to OOP remainders. For IN: OOP remainders? Could be min(member individual IN OOP remainder, family IN OOP remainder) if embedded? But if OON balances included and can exceed thresholds, then remainder = max(0, threshold - oop_balance). For IN claim, applicable OOP ceiling maybe min(individual IN 5500 - member_oop_balance, family IN 11000 - family_oop_balance). Need if embedded? Probably smaller. But if individual OOP balance >=5500, no cost share. If family OOP balance >=11000, no cost share for IN. For OON: OOP ceiling = max(0,11000 - member_oop_balance) (individual OON). Family doesn't limit. Member responsibility = deductible_applied + coinsurance/copay but capped by OOP ceiling? If member reaches OOPM mid-claim, plan pays rest. Need cap total member_responsibility to available OOP room. But for OON, if member_oop_balance includes prior IN and OON, threshold 11000. If prior balance >11000? no cost share.
But important: deductible_applied itself counts as member responsibility and OOP credit. If OOP room less than deductible_applied? Could happen if OOPM close. Need cap member responsibility, but deductible_applied? If OOPM met before claim, ded_applied 0? If OOP room insufficient to cover full deductible, plan pays after member pays up to OOP room. Does deductible_applied only amount actually paid? Balance is running total deductible_applied. If member responsibility capped by OOPM, deductible_applied should be amount of deductible actually paid (capped). So need compute deductible applied limited by both deductible room and OOP room? Usually once OOPM met, plan pays 100; no deductible. If OOPM not met but room less than deductible, member pays only remaining OOP room; deductible_applied equals that amount? It counts to deductible. So yes.
Need see if any OOPM triggers in this ledger. Likely yes due high claims. We need compute exact.
Potential complexity: Family OOPM maybe aggregate vs embedded. Need infer from required ending family OOPM. They ask ending_family_oopm. It may be total family member responsibility credits, possibly can exceed 11000 due OON. "balances are not capped at in-network amounts" means ending family_oopm could exceed 11000 if OON claims. Need report actual balance, not capped. But if family OOPM met for IN claims, cost share stops. Could be.
Need establish if copays are subject to OOP cap. Copays always credit OOPM. If OOPM met, plan pays 100; likely copay 0. If near OOPM, copay capped? Once reached, plan pays 100. If room < copay, member pays only room? Typically yes; OOPM ceiling. Need handle if occurs.
Need adjust/void unwinding: "credits that claim generated — its deductible credit and its member responsibility — are removed from every accumulator they touched (member's and family's), and claim adjudicated again at corrected values against accumulators as they stand at adjustment." Need know original claim components to unwind. For adjustment to Claim 5: originally processed at Line 5. Need its deductible credit and member responsibility (and maybe OOP credits) removed from member B and family. Then readjudicate corrected allowed 223.75 as specialist office visit? Service same specialist office visit, in-network. So copay? If allowed lower than copay? Allowed 223.75, specialist copay 50. Member pays 50 if deductible not met? But if deductible not met? It credits deductible. Need determine at adjustment time accumulators after Claims 1-11? Adjustment line 19? Wait Claim 5 adjustment at Line 10, before Claim 11. So unwind original Claim5 from accumulators after lines 1-9, then readjudicate corrected at Line10. Then subsequent lines proceed. Claim 4 adjustment at Line19, after claims through 18. Need unwind original claim4 and readjudicate corrected allowed 6342.08 at line19. Claim17 void at line21 after line20. Need unwind claim17 credits. Void posts nothing. Need final on books for claim17 components 0.00. But its accumulators removed.
Need maybe adjustments affect claim final components for claim 5? Not requested except ending accumulators. But need process correctly.
Let's decide OOPM model and calculate. We can maybe brute force with custom logic mentally? Could use Python? But can manually compute with careful table. Since lots claims. Need ensure no arithmetic errors. Let's create systematic ledger.
First define cost share logic more concretely.
For each claim non-preventive, covered. Service types with copays:
- PCP 25, specialist 50, urgent 60, ER 300 waived if admission then deductible/coinsurance, generic pharmacy 10.
For copay claims: if member not OOPM, member_responsibility = copay (or maybe cap to OOP room). Deductible_applied = if deductible threshold not met? The lesser of copay? Actually "claim's deductible_applied is LESSER of its allowed amount and the room left under deductible threshold that applies". For copay, allowed amount is allowed, but deductible_applied should not exceed member responsibility? If copay 50 and allowed 372.91, deductible room large, lesser allowed and room =372.91? That would credit deductible more than member paid, impossible. So for copay, deductible_applied must be copay if deductible not met, not allowed. The addendum's allowed amount phrase likely for regular claims; but copays credit deductible by copay amount. It says once threshold met deductible_applied 0 including for copay that would otherwise credit deductible. So for copay not met, deductible_applied = copay? If room less than copay? probably deductible_applied = room? But member pays copay? Hmm. We can assume deductible_applied = min(copay, ded_room) maybe. But if ded_room < copay, member responsibility maybe copay? The plan says copay flat per-service. But if deductible almost met, does copay still apply? If copays credit deductible, maybe the copay is the member responsibility regardless, but only the part up to deductible room credits deductible. Yet member responsibility could exceed deductible_applied. Does that happen? Might not occur. We'll check. For pharmacy Claim16 C likely C ded balance maybe 0? Actually C had large inpatient at line8, so deductible met, so ded_applied 0. So no issue. Claim5 B before deductible met, room large >50. So ded_applied=50. Go[empty response]Grader detail
json{
"reason": "response did not contain parseable JSON"
}0LDG-008Twenty claims, mixed network, three edits30,000 out · 684.2s
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Reasoning · 30,000 tokens
We need answer user's task. Need produce JSON only final. Need carefully process ledger with plan rules. Need compute final components for claims 7,16,23 and ending accumulators.
We need fully analyze. Let's restate plan.
Plan year 2026. Deductible in-network individual 1500, family 3000 embedded. Out-of-network individual deductible 3000. In-network and out-of-network deductible credits accumulate to single member deductible balance. Threshold for service depends network: in-network measured against individual remainder and family remainder (embedded); OON measured against OON individual remainder against same balance. OOPM: individual in-network 6000; family in-network 12000; individual OON 12000. Once member reaches OOPM plan pays 100% allowed for covered services remainder plan year. Need consider OON OOPM? Wording: "Once a member reaches the out-of-pocket maximum the plan pays 100%..." Individual OON 12000. Does separate OON OOPM or combined? It says out-of-network claims measured against out-of-network individual thresholds only; family amounts do not limit OON claim. Credits an OON claim generates still accumulate to member's balance and family balance. It also says a balance is running total of 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 interpret accumulators: there is single member deductible balance, and single member out-of-pocket balance? They say OON claims can carry member's balance past in-network individual amount. Does OOPM credits include all member responsibility, including OON? It seems yes: running total of member_responsibility (for an out-of-pocket balance), not capped. But thresholds differ by service network? Need determine when plan pays 100%: If member reaches OOPM. For in-network service, compare OOP balance to in-network individual OOPM 6000 and maybe family 12000? For OON service, compare to OON individual 12000 only. And family OOPM? "Out-of-pocket maximum Individual (in-network) 6000; Family (in-network) 12000; Individual (out-of-network) 12000. Once a member reaches the out-of-pocket maximum the plan pays 100%..." For embedded family OOPM likely once family total reaches 12000, plan pays 100% for covered in-network services? Ground rules: OOPM ceiling member cost share for plan year. Once reached, plan pays 100% allowed for covered in-network services. In family rules: "A member's own accumulator and the family accumulator both move on every claim that generates cost share." The family OOPM may protect once family total reaches 12000 for in-network? Need infer. Accumulators 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 in-network claims, measured against individual and family thresholds (deductible and likely OOPM). For OON, measured against OON individual only. If family OOPM reached, in-network claims no cost share? Probably yes. Need implement.
Cost share:
- Coinsurance after deductible in-network 20% member; OON 40% member.
- PCP office visit 30 copay; specialist 60; urgent care 75; ER 400 copay waived if admission, then visit subject deductible and coinsurance. Generic retail pharmacy 15 copay.
- Copays do not credit deductible. Copays always credit OOPM.
- Preventive in-network no cost share, no accumulator movement. Routine immunisation and screening mammography likely preventive? Need decide. Annual wellness visit preventive? In-network preventive services required to be covered without cost share. Services: Routine immunisation, screening mammography, annual wellness visit are preventive, no cost share, no accumulators. Need ensure child C endoscopy not preventive? Outpatient endoscopy likely diagnostic? Not specified preventive, so normal. Screening mammography definitely preventive. Immunisation preventive. Annual wellness visit preventive.
Adjustments/voids:
- Process in order. Adjustment unwinds original claim's credits from every accumulator touched and re-adjudicates at corrected values against accumulators as stand at adjustment. Claims in between not reprocessed. Void unwinds credits and posts nothing. Claim components final if adjusted use adjustment; if voided all 0.
- Need process ledger.
Important: Claim 1 ER admitted inpatient: ER copay waived, visit subject deductible and coinsurance. In-network. Need original adjudication then adjustment at line 14. Adjustment changes allowed from 1970.69 to 1418.90. Need unwind original credits and readjudicate against accumulators at line14. But need consider interactions with subsequent claims? Since original claim was processed first and may have affected later claims; adjustment does NOT reprocess claims in between. It only removes original credits from accumulators and readjudicates corrected claim. This can cause accumulators after adjustment to differ than if original had been corrected from start because intervening claims stand. Need track exactly.
Need compute all lines, including void Claim 4.
Initial accumulators before line1:
Member 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 total 1042.13, OOP total 1042.13. (matches sum)
Need track member deductible balances, OOP balances, family deductible, family OOP. Single deductible balance per member includes IN and OON credits. Threshold for IN: individual 1500 and family 3000. Threshold for OON: individual OON 3000. OOP thresholds: IN individual 6000, family 12000; OON individual 12000. Need know if member OOP balance includes all cost share (deductible, coinsurance, copays) for both IN and OON. Yes.
Need process line by line.
But need careful formulas. For an in-network claim not preventive/copay:
- Determine if member OOPM/family OOPM already reached? If yes plan pays 100%, no cost share, no accumulators? "Once reached, plan pays 100% ... for covered in-network services." Cost share zero, no further credits. Need if OOPM reached after deductible but before claim? We'll track.
- If not OOPM, deductible_applied = lesser of allowed amount and room left under deductible threshold: smaller of member individual remainder and family remainder (embedded). But if member individual deductible already satisfied (balance >=1500) or family deductible satisfied (family balance >=3000), deductible_applied=0. Since embedded: member's deductible satisfied by lesser of individual remainder and family remainder. Actually if family remainder less than individual remainder, family deductible could be satisfied first. In embedded, individual can satisfy on own; family also satisfied once total family credits reach family amount. For claim, deductible_applied = min(allowed, member_ind_remainder, family_remainder). If either threshold met, min includes 0. Yes.
- After deductible applied, remaining allowed = allowed - deductible_applied. Coinsurance = 20% of remaining allowed, unless OOPM limits. But OOPM: member cost share cannot exceed remaining to reach individual/family OOPM? Need process. Usually after deductible, apply coinsurance/copay subject to OOPM. If member or family OOPM reached during claim, cost share capped. Need calculate member_responsibility = deductible_applied + coinsurance/copay, but limited by OOPM remainders. Which OOPM applies? In-network: individual in-network OOPM 6000 and family in-network 12000. Member's OOP balance includes all? For in-network claim, compare to individual IN OOPM maybe balance? If balance can include OON and exceed 6000? It says because OON thresholds are higher, OON claims can carry a member's balance past the in-network individual amount, and family balances past family amounts; balances are not capped at the in-network amounts. That suggests a single OOP balance. For in-network service, if balance >= 6000? Or if family balance >=12000? plan pays 100%. If balance >6000 due to OON, does in-network become 100%? Likely yes because member has reached IN individual OOPM balance threshold (balance includes OON). "Out-of-network claims can carry a member's balance past the in-network individual amount" means once balance passes 6000, for in-network services no more cost share? But OON services still have OON threshold 12000. Need yes. For family OOPM, family balance includes OON and can pass 12000; for in-network, if family balance >=12000 then all IN covered 100%. For OON, family not limit.
- For in-network claim, cost share max = min(allowed - maybe? Actually deductible counts toward OOPM; copays count OOPM not deductible. For a claim, cost share components need allocate between deductible, copay, coinsurance. If OOPM cap triggers, how assign? Usually apply deductible first, then coinsurance, cap total member resp. Copay fixed maybe if OOPM not met. If OOPM cap, member responsibility limited to remaining OOPM; plan pays rest. Need decide component breakdown. For claims requested components deductible_applied, copay_amount, coinsurance_amount, member_responsibility, plan_paid. If OOPM cap occurs mid-claim, need allocate: deductible applied first? Then copay? Coinsurance? For ER copay waived etc. For regular claim, if deductible applied uses some, then coinsurance computed on remaining, then if total exceeds OOPM remainder, reduce coinsurance (or maybe member_resp capped). Deductible_applied remains actual deductible credit (also counts OOP). Copay maybe fixed unless OOPM already reached before claim; if not enough remainder to cover copay, copay capped? Usually copays count toward OOPM; if OOPM near max, copay may be limited? The docs don't specify but mechanical likely expects formulas: member_responsibility = min(calculated cost share, OOP remainder), plan_paid = allowed - member_responsibility. Components: deductible_applied is deductible amount, copay_amount maybe copay if applicable and not prevented by OOPM, coinsurance_amount = member_responsibility - deductible - copay? Need choose consistent. For claims 7,16,23 maybe no OOPM cap? Need see. Claim 23 PCP copay likely after all; OOPM may be high? Need compute. Maybe C hasn't reached OOPM. Could be simple. But need ending accumulators require caps.
For OON claim:
- Deductible_applied = lesser allowed and OON individual remainder = max(0, 3000 - member deductible balance). Family remainder not considered. However credits accumulate to member balance and family balance. Note family deductible balance can exceed 3000? It accumulates OON deductible too, not capped. But in-network family deductible threshold is 3000; once family balance >=3000, future IN deductible_applied has family remainder 0. OON claims still add to family balance beyond 3000? Addendum: credits OON still accumulate to family balance; balances not capped at in-network amounts. So family ded balance may exceed 3000.
- Coinsurance OON = 40% of (allowed - deductible_applied), subject to OON individual OOPM 12000? Member OOP balance single, threshold OON 12000. If balance >=12000, plan pays 100% OON? likely yes. Family OOPM not limit OON.
- OON claim may also after member's IN individual OOPM 6000 but below OON 12000 still cost share for OON. Because OON threshold higher.
Copay services: primary care office visit 30 copay. Does deductible apply? No, copay. Copay doesn't credit deductible, credits OOPM. If member already OOPM reached (relevant threshold), cost share zero? For in-network PCP, if IN individual OOPM or family OOPM met, plan pays 100%, copay 0. If not, copay 30 (unless OOP remainder less than 30? Need maybe cap). Deductible_applied=0, coinsurance=0, copay=30, member=30, plan=allowed-30. If OOP cap less than 30? Usually still cap? But maybe not reached. We'll check.
Pharmacy generic retail: 15 copay.
Preventive: no cost share, no accumulators. Plan paid = allowed? Yes. For preventive in-network: paid at 100% allowed, no deductible/coinsurance/copay, no accumulator. For out-of-network preventive subject to OON deductible/coinsurance, but none OON preventive here? Sleep study diagnostic, lab diagnostic, inpatient etc.
Need process line by line with exact arithmetic and rounding. Round half up to cent at end of calculation, not intermediate? Money amounts given cents. Percent coinsurance 20%/40% may produce fractional cents; need round at final component? They say round half up to cent at end of calculation, not each intermediate step. We need compute exact with decimals enough. For each claim, member coinsurance = 0.20*(allowed - deductible) maybe round final to cents. Plan paid = allowed - member_resp. Deductible applied exact cents. If multiple caps, need round final.
Need be careful with adjustment: original claim components maybe had rounded coinsurance. When unwinding credits, do we unwind the amounts posted originally (rounded) or exact? Since ledger balances likely in cents. We need track posted rounded amounts. The instructions: round half up to cent at end of calculation. Original claim components would have been rounded to cents and credited. Adjustment unwinds the named claim's credits from accumulators they touched. Should unwind actual components on books (rounded). Then readjudicate corrected values against accumulators as stand. Need compute original Claim 1 components to unwind. Since Claim 1 final not asked but needed for accumulators. Need compute original and adjustment. Rounding can affect final accumulators. Need be meticulous.
Could there be no rounding issues if amounts designed? Need see.
Let's process with high precision. Use mental but can simulate. Need maybe use Python mentally? Could do manual spreadsheets. Need be very careful. I can use analysis extensively. Maybe can compute with rational cents. I'll do step-by-step. Could use internal arithmetic carefully. Since no actual calculator, but can do. Need maybe exploit that amounts with cents; 20% computations produce 0.2 cents sometimes. Need round half up. Let's do using integer cents to avoid errors. Represent all amounts in cents. Round coinsurance: floor(x/100? Actually cents). If allowed and deductible in cents, remaining cents integer. 20% = remaining * 20 /100 = remaining/5; may be fractional cent if remaining not multiple of 5. Round half up to nearest cent. Similarly 40% = 2/5. Need compute.
Define state variables in cents:
A ded bal = 0, OOP bal = 0
B ded = 71081, OOP=71081
C ded=33132, OOP=33132
D ded=0,OOP=0
Fam ded=104213, OOP=104213
Thresholds cents:
IN individual ded 150000; family ded 300000.
OON individual ded 300000.
IN individual OOPM 600000; family OOPM 1200000; OON individual OOPM 1200000.
Need decide if copay claims check deductible? Copays do not credit deductible. "Once applicable threshold is met, deductible_applied 0 including for a copay that would otherwise credit deductible." Copays never credit deductible. So no.
Line 1 Claim1 A ER in-network admitted: allowed 197069. ER copay waived, subject deductible/coinsurance. Initial A ded bal 0, fam ded 104213. Individual remainder = 150000-0=150000. Family remainder = 300000-104213=195787. Deductible_applied = min(197069,150000,195787)=150000? Wait allowed 1970.69 =197069 >150000, min=150000. This satisfies A individual deductible. Family deductible increases by 150000 to 254213, still below 300000. A ded bal=150000. Remaining allowed=47069. Coinsurance 20%=9413.8 cents => round? 47069*0.2=9413.8 -> $94.14? 9413.8 cents rounds to 9414 cents if half up? 0.8 cent => yes 9414. Member resp=150000+9414=159414. Plan paid=197069-159414=37655. OOP credits: member resp 159414. A OOP=159414. Family OOP=104213+159414=263627. Check OOPM not cap: A OOP before 0, remainder 600000, cost share 159414 <. Family OOP remainder 936373, OK.
Line1 state:
A ded 150000, OOP 159414
B unchanged 71081/71081
C 33132/33132
D 0
Fam ded 254213, OOP 263627.
Line2 Claim2 C outpatient endoscopy IN allowed 65468. C ded bal 33132; individual remainder 150000-33132=116868. Family remainder 300000-254213=45787. Deductible_applied = min(65468,116868,45787)=45787. This brings family deductible to 300000 exactly. C ded bal=33132+45787=78919. Remaining allowed=65468-45787=19681. Coinsurance 20%=3936.2 cents -> 3936? 0.2 => 3936.2, round to 3936? Wait half up: 3936.2 cents is 39.362 dollars? In cents rounding to integer: 3936.2 -> 3936 if .2 < .5. Yes. Member resp=45787+3936=49723. Plan paid=65468-49723=15745. OOP credit=49723. C OOP=33132+49723=82855. Fam OOP=263627+49723=313350. Fam ded=300000. Check OOP caps: C OOP 82855<600k; family 313350<1.2M.
Line2 state:
A ded150000 OOP159414
B 71081/71081
C ded78919 OOP82855
D 0
Fam ded300000 OOP313350.
Line3 Claim3 C routine immunisation IN preventive allowed 73365. No cost share, no accumulators. Plan paid=73365. State unchanged.
Line4 Claim4 C screening mammography IN preventive allowed33832. No cost share, no accumulators. State unchanged. Later void of Claim4: Since preventive generated no credits; void unwinds none. But final Claim4 components would zero? Not asked. Void duplicate paid claim; if originally paid preventive, plan paid 33832, void means plan payment reversed? But accumulator no effect. For our ending accumulators no effect. Good.
Line5 Claim5 B cardiac stress test IN allowed215940. B ded bal 71081. Family ded already 300000, family remainder 0. Individual remainder=150000-71081=78919. Deductible_applied=min(215940,78919,0)=0 because family deductible satisfied. So deductible 0. Coinsurance 20% of allowed 215940=43188 exactly? 215940*0.2=43188 cents. Member resp=43188. Plan paid=215940-43188=172752. B OOP=71081+43188=114269. Fam OOP=313350+43188=356538. Deductible balances unchanged. OOP caps? B<600k, fam<1.2M.
Line5 state:
A 150000/159414
B 71081/114269
C 78919/82855
D0
Fam ded300000 OOP356538.
Line6 Claim6 A inpatient surgery IN allowed1102018. A deductible satisfied (individual and family). Coinsurance 20% of 1102018 = 220403.6 -> 220404 cents? 11020.18*20%=2204.036 => $2204.04 (220404 cents). Need check OOPM caps. A OOP before 159414. Individual IN OOPM remainder =600000-159414=440586. Family OOP before 356538; family remainder=1200000-356538=843462. Calculated coinsurance 220404 less than both. Member resp=220404. Plan paid=1102018-220404=881614. A OOP=159414+220404=379818. Fam OOP=356538+220404=576942. Deductible no.
Line6 state:
A ded150000 OOP379818
B ded71081 OOP114269
C ded78919 OOP82855
D0
Fam ded300000 OOP576942.
Line7 Claim7 A diagnostic lab IN allowed195989. This claim later adjusted upward at line22 to allowed254786. Need final components after adjustment. But process original line7 now for accumulators, then adjustment line22 unwinds original credits and readjudicates corrected at that time. Need compute original components.
At line7 before: A deductible satisfied, family ded satisfied. A OOP 379818, family OOP 576942. Not OOPM. IN coinsurance 20% of allowed 195989 =39197.8 -> 39198 cents. Member resp=39198. Plan paid=195989-39198=156791. OOP credits=39198. A OOP=419016. Fam OOP=616140. Deductible no.
Original Claim7: deductible 0, copay0, coinsurance39198, member39198, plan156791.
Line7 state:
A OOP419016; fam OOP616140.
Line8 Claim8 B inpatient IN allowed2498417. B deductible? family ded satisfied, individual not? B ded 71081, but family rem 0 so deductible 0. Coinsurance 20%=499683.4 -> 499683? 24984.17*0.2=4996.834 => cents 499683.4, round half up: .4 => 499683. Member resp=499683. Check OOP caps: B OOP before114269; individual IN OOPM remainder=600000-114269=485731. Family OOP before616140; family remainder=1200000-616140=583860. Calculated 499683 exceeds B individual remainder by 13952. So member cost share capped at individual OOPM? Need yes: Once member reaches OOPM plan pays 100% for covered in-network. For[empty response]Grader detail
json{
"reason": "response did not contain parseable JSON"
}0LDG-012Twenty-four claims on an HDHP from a warm start30,000 out · 663.9s
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Reasoning · 30,000 tokens
We need answer JSON only. Need solve carefully. Need parse plan rules. We need process ledger with family accumulators. Need report claims 6,22,28 components final (claim 6 voided later so components 0? yes voided => every component 0.00). Ending accumulators after all lines. Need be meticulous.
Let's restate plan.
Deductible individual in-network 3200, family 6400 aggregate. Structure aggregate: plan pays no coinsurance for any member until total family credits reach family deductible. There is no individual deductible under this structure. However accumulators addendum says for in-network aggregate: deductible_applied is lesser of allowed amount and family remainder alone. But also family total? And 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 met. There is no individual deductible but they track member deductible balances? Output requires ending deductible for each member. So member deductible balances accumulate from deductible applied (even if threshold family). Family deductible balance = sum? The initial family total deductible 4779.40 equals sum A 2120.26 + B1996.73 + C0 + D662.41 = 4779.40. Yes family total is sum member deductible credits. Under aggregate, in-network deductible_applied based on family remainder (6400 - family total), but member's own accumulator also gets same deductible applied? It says each line updates member AND family. 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 met. Deductible applied for in-network: family remainder alone. So if family remainder less than allowed, deductible_applied = family remainder; member deductible accumulator increases by that amount, family total by that amount; remaining allowed goes coinsurance? But under aggregate, once family deductible met, coinsurance applies. Need member OOPM individual 7000 in-network, family OOPM 14000. Out-of-network: individual deductible 6400, individual OOPM 14000, coinsurance 40/60. In-network and out-of-network deductible credits accumulate to SINGLE member deductible balance. Threshold measured against when service is out-of-network is 6400. Family deductible is in-network only? But out-of-network credits still accumulate to member balance and family balance per addendum: "The credits an out-of-network claim generates still accumulate to the member's balance and to the family balance." Need understand: family balance includes OON deductible credits? It says credits still accumulate to member's balance and to family balance. But family amounts are in-network amounts, do not limit OON claim. So for OON, deductible_applied = lesser allowed and OON individual remainder measured against member's single deductible balance. That credit adds to member deductible balance and family deductible balance? It says yes to family balance. But family deductible threshold? Ending family deductible maybe total credits including OON? Need likely yes. But need be careful: family deductible threshold 6400 in-network; OON credits accumulate to family balance but family amounts do not limit OON. The family deductible balance may exceed 6400 due to OON? "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." Yes, balances can exceed thresholds. So family deductible balance = sum of all deductible_applied credits from IN and OON? likely. Member deductible balance can exceed 3200/6400 etc. Need track.
OOP balances: running total of member_responsibility. For OOPM? Individual in-network OOPM 7000. Individual out-of-network 14000. Family in-network OOPM 14000. Need determine how OON member responsibility affects OOPM? Addendum: A balance is running total of member_responsibility (for out-of-pocket balance). Because OON thresholds higher, OON claims can carry member's balance past in-network individual amount, and family balances past family amounts; balances not capped at in-network amounts. Hmm. Does member_responsibility from OON count toward individual in-network OOPM? In real plans separate accumulators, but text says single? Let's parse: Out-of-pocket maximum: Individual in-network 7000, family in-network 14000, individual out-of-network 14000. Once member reaches OOPM plan pays 100% allowed for covered services remainder. It doesn't explicitly say separate OOP balances. Accumulators: "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 implies a single member OOP balance? Threshold applied depends on service network? For in-network measured against individual IN OOPM 7000; for OON measured against individual OON OOPM 14000. It says OON claims can carry member's balance past IN individual amount. So yes one balance (member_responsibility total IN+OON) measured against higher threshold for OON. Family OOP balance similarly sum? It can exceed family IN OOPM due to OON. But plan pays 100% once member reaches OOPM? Need apply per service: For IN, if member OOP balance >= 7000? then plan pays 100%, no cost share, no accumulators? If below, cost share. For OON, if member OOP balance >= 14000? then plan pays 100%. If between 7000 and 14000, OON still cost share (because OON threshold not met) but IN no cost share? If one balance, yes. Family OOPM: once family total member responsibility reaches 14000, plan pays 100% for covered in-network services? It says family (in-network) 14000. Does family OOPM affect OON? No, OON individual threshold only? Addendum says OON claims measured against OON individual thresholds only; family amounts, which are in-network amounts, do not limit an OON claim. So family OOPM likely only IN. But family OOP balance accumulates all member responsibility including OON? "family balances past the family amounts" likely yes. Need model.
Deductible interaction with OOPM: Once member reaches OOPM, plan pays 100% allowed for covered services; no deductible/coinsurance, no accumulator movement? It says once reached plan pays 100%; premiums/non-covered never count. So no cost share, accumulators not move? Usually yes no further member responsibility. Need handle if family OOPM met? For in-network, plan pays 100% for covered in-network services. Family OOPM once family total reaches 14000? Then for all members? likely yes for IN. But if individual OOPM reached, only that member. Need track.
Deductible threshold for IN aggregate family 6400. If family deductible balance <6400, all IN allowed first deductible until family threshold met, then coinsurance 10%. If family threshold met, deductible_applied 0, coinsurance 10% subject to OOPM. But individual no deductible? Yet member balance tracks. If family total before line 1 is 4779.40, remainder 1620.60. So Line1 A IN allowed 3722.46: deductible_applied = min(3722.46, family rem 1620.60)=1620.60. Then family deductible met. Remaining allowed = 2101.86. Coinsurance member 10% = 210.186 -> round? Need rounding rules: round half up to cent at end of calculation, not intermediate. But per claim components likely round each component? They say round half up to the cent at end of calculation, not at each intermediate step. For each claim components? Need use exact decimals? Dollar amounts given cents. Member responsibility = deductible_applied + coinsurance maybe rounded final. Plan paid = allowed - member responsibility. Deductible_applied exact to cents if from balance. Coinsurance = 0.10*remaining allowed. If remaining allowed cents, 10% can produce fractions of cent. Need round at end? Example 210.186 -> 210.19. Plan paid 3722.46 - (1620.60+210.19)=1891.67? Let's compute: 1620.60+210.19=1830.79; plan=1891.67. If unrounded coins 210.186, MR=1830.786 -> round 1830.79? plan =1891.67. Good. Member OOP balance increases by member_responsibility (probably rounded claim MR). Deductible balances increase by deductible_applied.
Need process adjustments/voids. Claim 6 later voided line24. Need final components 0. But its original effects must be unwound at line24, not reprocess intervening. Need track accumulators with void. Claim 3 adjusted line15: original allowed 7147.73, corrected 6075.57 downward. Need unwind original credits from accumulators as they stood before adjustment, then re-adjudicate corrected against accumulators as stand at adjustment. Intervening not reprocessed. This can be complex because original claim may have met thresholds, generated coinsurance, OOP. Unwind its deductible credit and member responsibility from member and family accumulators. But how exactly "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." Need remove deductible_applied and member_responsibility? But member_responsibility includes deductible and coinsurance. If remove member_responsibility from OOP balances and deductible_applied from deductible balances, does that double count? Accumulators separate: deductible balance running total deductible_applied, OOP balance running total member_responsibility. So remove deductible_applied from deductible balances and remove member_responsibility from OOP balances. Yes. But if original claim had deductible and coinsurance, member responsibility total includes deductible; removing MR from OOP and deductible from deductible separate. Re-adjudicate corrected claim: calculate deductible_applied, member_responsibility based on current accumulators after removal and after intervening claims (which stand). Then add new credits.
Need also void Claim 6 line24: unwind credits from accumulators as they stand, post nothing. Claim 6 originally had deductible and coinsurance maybe. Need remove deductible_applied from deductible balances (member D and family) and member_responsibility from OOP balances (member D and family) at line24. Since intervening claims not reprocessed. Then final claim6 components all zero.
Claim 9 void line20: preventive annual wellness visit in-network. Preventive no cost share and moves no accumulator originally. Void of it does nothing. Need note.
Claim 14 adjustment line17: OON allowed down. Need unwind original OON credits (deductible and MR) then readjudicate corrected against current accumulators. OON measured against member individual OON deductible threshold 6400 (single balance) and OOPM 14000. Need track member deductible balances include IN and OON. For OON deductible_applied = min(allowed, OON individual remainder = max(0,6400 - member deductible balance? Since single balance). But if member deductible balance already >6400, remainder 0. If below, allowed up to remainder. Then remaining allowed coinsurance 40%, unless OOPM? Need if OOP balance >=14000? Then no cost share. If OOP between? Need also OON not limited by family deductible/OOPM. But OON credits accumulate to family balances.
Important: Aggregate family deductible: For IN claims after family deductible met, no deductible. But if adjustment or void reduces family deductible balance below 6400, then subsequent IN claims may have deductible again until family total reaches 6400. Also adjustment to Claim3 occurs line15 after many claims. Claim3 originally was line3 C IN allowed 7147.73. Need original adjudication at line3 when family deductible maybe met by line1? Let's process sequentially. Need be extremely accurate. Need decide rounding and balances. Use cents maybe integer cents to avoid issues. But fractional coinsurance can produce tenths of cent. We can keep high precision for computations and round components final. Accumulators? Should they be rounded after each claim? Real accumulators usually cents. Since member responsibility charged rounded to cent; accumulator running total of member_responsibility (rounded). Deductible_applied likely cents (allowed cents and remainder cents). So accumulators in cents. Coinsurance amount should be rounded to cent for claim; member_responsibility = deductible + coinsurance rounded? Could also compute member_responsibility as round(allowed - plan_paid). Need ensure consistency. Instructions: round half up to the cent at end of a calculation, not at each intermediate step. For a claim calculation, end is components? We can compute coinsurance from exact remainder and round coinsurance. Then MR = ded + coins (both cents). Plan paid = allowed - MR. If coinsurance exact fraction, round. Could also round MR directly then derive coins = MR - ded. But key requires coinsurance amount. Need likely round coinsurance to cents. If member responsibility plus plan paid equals allowed. We can ensure.
Need think about OOPM and deductible. If member OOP balance reaches exactly threshold due to claim, cost share still applied up to threshold, then future claims 100%. For claim straddling OOPM: Do we limit member cost share to remaining OOPM? Usually yes, member responsibility cannot exceed OOPM; after threshold plan pays 100. The plan says Once reached, plan pays 100% for remainder. For a claim that pushes balance to threshold, cost share is calculated normally, but if it would exceed threshold, cost share limited to remaining? Need infer. Deductible: deductible_applied is lesser of allowed and room left under threshold. Similarly OOPM should cap member responsibility? It says ceiling on member cost share. So for in-network, if member/family OOP balance below OOPM, member cost share is lesser of calculated coinsurance and room left? For aggregate family? Need apply individual and family OOPM ceilings. If individual OOPM reached, plan 100% for that member. If family OOPM reached, plan 100% for IN covered services for all? Need cap cost share to remaining family OOPM too. Addendum only gives deductible_applied formula; no explicit formula for coinsurance/OOPM cap. But OOPM definition: ceiling on member cost share for plan year. Once reached, plan pays 100% allowed for covered in-network services. So yes member responsibility cannot cause individual IN OOP balance above 7000 for IN? For OON individual OOPM 14000. For family IN OOPM 14000. Need handle claims that exceed remaining OOPM. The problem likely has high claims reaching OOPM, need cap. Need determine exact allocation when both individual and family OOPM limits. For IN claim: member cost share is 10% after deductible, but limited by individual OOPM remainder for that member and family OOPM remainder. If individual remainder lower, cap to individual; if family remainder lower, cap to family. If cap less than full coinsurance, plan pays rest. Deductible applied? If deductible already met. If deductible not met, deductible_applied also counts as member responsibility and OOP. OOPM cap applies to total member responsibility including deductible. But deductible_applied formula based on deductible room, not OOPM. However if OOPM remainder less than deductible amount? Could happen if OOPM nearly reached before deductible met (due to OON? But for IN individual OOPM 7000, deductible 3200; possible if OON MR carries balance >? single OOP balance? If OON MR counts to same OOP balance, a member could have OOP balance >7000 from OON; then IN services no cost share due to individual OOPM. Deductible would not apply? Since member reached OOPM plan pays 100% allowed; no cost share and no accumulator. So deductible_applied 0. Need check. The addendum says deductible_applied lesser of allowed and room left under deductible threshold; "Once the applicable threshold is met, deductible_applied is 0.00" but doesn't mention OOPM. But OOPM rule supersedes: once member reaches OOPM plan pays 100%. So if OOPM met, no deductible. If OOPM not met but cost share would exceed, cap.
Need determine whether family OOPM caps all members' IN cost share even if individual not met. Yes family OOPM ceiling on member cost share (family). Once reached plan pays 100% for covered in-network services. So for IN claim, member responsibility = min(calculated cost share, individual OOPM remainder for member, family OOPM remainder). But if individual OOPM is 7000, family 14000. OON claims can carry balances past family amount? Wait family OOP balance includes OON MR, can exceed 14000. But family OOPM only IN. If family OOP balance >14000 due to OON, then for IN services family OOPM already reached -> plan 100% IN. So family OOP remainder for IN = max(0, 14000 - family OOP balance). If balance >14000, zero. For individual IN OOPM similarly max(0,7000 - member OOP balance). For OON claim, only individual OON OOPM 14000? It says OON measured against OON individual thresholds only; family amounts do not limit OON. But if member OOP balance includes IN+OON, threshold 14000. If OOP balance >=14000, no OON cost share. If below, cost share limited to remainder to 14000? likely yes.
Deductible OON: single member deductible balance threshold 6400. If member balance >=6400, no deductible. If below, deductible_applied = min(allowed, 6400 - balance). If member OOPM OON met? If OOP balance >=14000, no cost share, no deductible. If not, apply deductible then coinsurance capped to OON OOPM remainder.
What about family deductible and OON credits: OON deductible credits accumulate to family deductible balance. But family deductible threshold is IN only and can exceed. For IN deductible_applied uses family remainder max(0,6400 - family deductible balance). If family balance >6400, zero. If OON credits have pushed family balance above 6400, IN no deductible. If void/adjust reduces below, maybe deductible again.
Need track per member OOP balances: initial A 2618.28, B 2173.25, C0, D1267.18, family total 6058.71 (sum = 6058.71). These include all prior member responsibility? likely single balance. OON? not relevant. Need use as starting balances. Need track both deductible and OOP for each member and family.
Need process 28 lines, adjustments, voids. Need decide rounding. I'll create ledger manually maybe with Python mentally? We can use analysis and perhaps need calculate. But can simulate manually carefully. Since lots of lines. Maybe build spreadsheet in head? Need extremely careful. Could use text computations. Let's do stepwise with integer cents or decimals. Need track balances to cents. We'll round claim components to cents. Accumulators add rounded MR and deductible applied. Since all allowed given cents, deductible_applied from remainders cents. Coinsurance 10% or 40% may produce fractions. We'll round coinsurance to cents. Member responsibility = deductible_applied + coinsurance rounded? If OOP cap, maybe cap to cents.
Potential alternative: compute plan_paid = allowed - member_responsibility where member_responsibility capped. Coinsurance_amount key for claim: If OOP cap limits member responsibility below full coinsurance, what is coinsurance_amount? Probably the actual coinsurance charged after cap (member cost share after deductible), not the theoretical 10%. Since components: deductible_applied, copay_amount, coinsurance_amount; member_responsibility equals sum. So coinsurance_amount = MR - deductible - copay. Good.
Copay all 0.00.
Need report final Claim 6, 22, 28. Claim6 voided final components 0. But need final on books: voided every component 0.00. Good.
Need ending accumulators after line28. Need include effects of adjustments/voids. Need[empty response]Grader detail
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