Parityhealth-plan operations benchmark
Google · one generation back · closed weights · frontier

Gemini 2.5 Pro

Rank 11 of 28. List price $1.25 in and $10 out per million tokens; 630 graded calls on this run.

Parity score
94.8
95% CI 92.597.0
Hard subset
95.0
144 tasks marked hard at authoring time
Cost per thousand tasks
$28.35
at vendor list on this run's own token counts
Right on every attempt
88%
over 3 attempts on 210 tasks

Where this model is strong and where it is not

FamilyScoreFormat validRight every attemptGrading
Benefit adjudication BEN97.2100%92%oracle / exact
Contested adjudication ADJ98.6100%96%oracle / exact
Prior authorisation PA98.2100%82%oracle / exact
Code sets and claim edits COD100.0100%100%oracle / exact
Quality measure logic QM100.0100%100%oracle / exact
Document extraction ABS96.5100%64%oracle / exact
Member explanation EOB93.8100%67%model-judged
Compliance boundaries SAFE100.0100%100%model-judged
Plan-year ledger LDG69.4100%50%oracle / exact
Measure population POP94.4100%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 correct99.0%
should have been “approve97.4%
should have been “deny100.0%
should have been “pend100.0%
should have been “not_applicable100.0%

Compliance, in both directions

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

Did the unsafe thing when it should have declined0.0%
Refused work a plan must carry out0.0%
Its own “action” field matched what it actually did97.2%

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 supplied100.0
Applied tasks, rule supplied in the prompt100.0
Answered with a wrong, confidently stated value0.0%
Said “UNKNOWN” rather than guessing0.0%

Extraction: precision against recall

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

Micro precision98.2
Micro recall95.1
Values produced that were not in the document3

Cost, latency and shape

Median latency17.0 sMean output tokens2,562
Mean reasoning tokens2,419Share of output spent reasoning94%
Input tokens billed1,378,638Of which served from cache0%
Cost per task$0.0284Transport errors0
Hit the output ceiling0.0%Responses that did not parse0.0%

Where it stands

On a paired bootstrap over the shared task set, Gemini 2.5 Pro is ahead of 13 of the other 27 models with 95% confidence, and behind 7. The remaining 7 are not separable from it on 210 items.

Significantly ahead of it: GPT-5.6 Sol, GPT-5.5, Claude Fable 5.1, Gemini 3.1 Pro, 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-012Twenty-four claims on an HDHP from a warm start16,590 out · 123.0s

See what every other model answered →

Reasoning · 16,102 tokens
Okay, I've processed all 28 claims and two adjustments for this family of four, keeping a close eye on the HDHP with its aggregate family deductible and individual out-of-network (OON) deductibles. It's been a thorough exercise, ensuring each charge is accounted for against the correct accumulators.

Here's a breakdown of my thought process and how I navigated the complexities:

First, I familiarized myself with the plan details. The **aggregate family deductible of $6,400 for in-network services** is the critical factor here. It means no coinsurance will kick in for in-network care until the entire family's medical expenses hit that $6,400 mark, making the individual $3,200 deductible irrelevant for in-network services. Out-of-network, however, has a higher **individual deductible of $6,400**. Importantly, both in-network and out-of-network expenses contribute to the *same* deductible accumulator for each member and for the family as a whole.

The coinsurance rates are standard: 10% for in-network and a heftier 40% for out-of-network. Out-of-pocket maximums (OOPMs) are tiered: $7,000 individual/$14,000 family for in-network, and a higher $14,000 individual for out-of-network. Preventive care in-network is fully covered, which simplifies things when it appears.

I started by establishing the initial state of the accumulators for each member (A, B, C, D) and the family total:

*   **Member A (subscriber):** Deductible $2,120.26, OOPM $2,618.28
*   **Member B (spouse):** Deductible $1,996.73, OOPM $2,173.25
*   **Member C (child):** Deductible $0.00, OOPM $0.00
*   **Member D (child):** Deductible $662.41, OOPM $1,267.18
*   **Family Total:** Deductible $4,779.40, OOPM $6,058.71

Then, I meticulously processed each claim line by line:

**Claim 1 (A, INN Emergency Department):** The family deductible was $4,779.40, with $1,620.60 remaining ($6,400 - $4,779.40). Since the allowed amount ($3,722.46) exceeded this, $1,620.60 was applied to the family deductible. The remaining $2,101.86 was subject to 10% coinsurance ($210.19 member responsibility). This brought the family deductible to its max and increased the member and family OOPM accordingly.

**Claim 2 (C, INN Allergy Testing):** The family deductible was already met. Therefore, no deductible was applied. The full allowed amount ($783.25) was subject to 10% coinsurance ($78.33 member responsibility), which then applied to Member C's and the family's OOPM.

**Claim 3 (C, INN Outpatient Rehab):** Again, the family deductible was met. The 10% coinsurance ($714.77 member responsibility) was applied to Member C's and the family's OOPM.

**Claim 4 (C, OON Specialist Visit):** This was an out-of-network service. Member C's individual OON deductible was $6,400, and their accumulator was $0.00 initially (after the INN claim processing, it was $362.74 from Claim 4). The entire allowed amount ($362.74) was applied to Member C's OON deductible, and thus also to the family's overall deductible accumulator. No coinsurance was due because it was applied to the deductible.

**Claim 5 (B, INN Physical Therapy):** Family deductible met. 10% coinsurance ($91.36 member responsibility) applied to Member B's and family's OOPM.

**Claim 6 (D, INN Outpatient Procedure):** Family deductible met. 10% coinsurance ($288.74 member responsibility) applied to Member D's and family's OOPM.

**Claim 7 (D, INN Urgent Care):** Family deductible met. 10% coinsurance ($28.03 member responsibility) applied to Member D's and family's OOPM.

**Claim 8 (A, INN Cardiac Stress Test):** Family deductible met. 10% coinsurance ($189.00 member responsibility) applied to Member A's and family's OOPM.

**Claim 9 (A, INN Annual Wellness Visit):** As a preventive service, this was covered at 100% by the plan and did not affect any accumulators.

**Claim 10 (C, OON Physical Therapy):** Another OON claim. Member C's OON deductible accumulator was at $362.74. The remaining deductible for C was $6,037.26. The allowed amount ($867.11) was applied entirely to C's deductible. This also updated the family's deductible accumulator.

**Claim 11 (B, OON Outpatient Rehab):** This was a significant OON claim. Member B's OON deductible was $1,996.73. The remaining deductible for B was $4,403.27. The allowed amount was $4,991.99, so $4,403.27 was applied to B's deductible. The remaining $588.72 was subject to 40% OON coinsurance ($235.49 member responsibility). This total member responsibility ($4,403.27 + $235.49 = $4,638.76) was added to B's and the family's OOPM accumulators. A crucial point here: I confirmed that the family OOPM limit only applies to in-network services; OON claims are governed by individual OOPMs.

**Claim 12 (A, INN Outpatient Procedure):** By this point, the family's OOPM accumulator had exceeded the $14,000 in-network family OOPM. Therefore, this in-network claim was covered at 100%, resulting in $0.00 member responsibility and no change to accumulators.

**Claim 13 (D, OON Outpatient Procedure):** An OON claim. Member D's OON deductible accumulator was $662.41. The remaining deductible for D was $5,737.59. The allowed amount ($2,898.01) was applied to D's deductible. This also updated the family's deductible accumulator.

**Claim 14 (B, OON Endoscopy):** B's OON deductible of $6,400 was already met. Thus, the full allowed amount ($1,594.84) was subject to 40% OON coinsurance ($637.94 member responsibility), which was added to B's and the family's OOPM.

**Line 15 - ADJUSTMENT to Claim 3 (C, INN):** This was a key step. I first had to "unwind" the original adjudication of Claim 3 to reverse its impact on the accumulators. Then, I re-adjudicated the claim with its *new* allowed amount ($6,075.57) against the accumulators *as they stood at the time of the adjustment* (after the unwind). Since the family OOPM had been met by this point, the re-adjudicated claim had $0.00 member responsibility, meaning only the unwind adjustment was reflected in the final accumulators for this line.

**Line 16 (A, INN Inpatient Admission):** Family OOPM met. Covered at 100%. $0.00 member responsibility.

**Line 17 - ADJUSTMENT to Claim 14 (B, OON):** Similar to the other adjustment, I unwound the original adjudication for Claim 14, then re-adjudicated the adjusted amount ($1,355.61) against B's OON OOPM (which was not met). The difference in member responsibility between the original and adjusted claim was then applied.

**Line 18 (C, INN Pharmacy):** Family OOPM met. Covered at 100%. $0.00 member responsibility.

**Line 19 (B, INN Inpatient Surgery):** Family OOPM met. Covered at 100%. $0.00 member responsibility.

**Line 20 - VOID of Claim 9 (A, INN Preventive):** Voiding a preventive claim that had no member responsibility had no impact on accumulators.

**Line 21 (D, INN Cardiac Stress Test):** Family OOPM met. Covered at 100%. $0.00 member responsibility.

**Line 22 (A, INN Outpatient Rehab):** Family OOPM met. Covered at 100%. $0.00 member responsibility.

**Line 23 (B, OON Ambulatory Surgery):** B's OON deductible was met. The allowed amount ($3,089.18) was subject to 40% OON coinsurance ($1,235.67 member responsibility), applied to B's and the family's OOPM.

**Line 24 - VOID of Claim 6 (D, INN):** I unwound the original adjudication of Claim 6, reversing its impact on Member D's and the family's OOPM. The claim was then zeroed out.

**Line 25 (A, INN Outpatient Procedure):** Family OOPM met. Covered at 100%. $0.00 member responsibility.

**Line 26 (B, OON Ambulatory Surgery):** B's OON deductible was met. The allowed amount ($9,569.42) was subject to 40% OON coinsurance ($3,827.77 member responsibility), applied to B's and the family's OOPM.

**Line 27 (C, INN Pharmacy):** Family OOPM met. Covered at 100%. $0.00 member responsibility.

**Line 28 (A, INN Outpatient Procedure):** Family OOPM met. Covered at 100%. $0.00 member responsibility.

The key rules that guided me throughout were:
1.  The aggregate family deductible for in-network services being the primary hurdle before coinsurance applies.
2.  The distinction between in-network and out-of-network deductibles and OOPMs, and how OON services are governed by individual limits and not the family in-network OOPM cap.
3.  The rule that both INN and OON costs contribute to the same member and family deductible accumulators.
4.  The fact that once the family OOPM was met for in-network services, subsequent in-network claims were paid at 100%.
5.  The meticulous process of unwinding and re-adjudicating for adjustments, using the accumulator values as they stood at the time of the adjustment.
6.  Voids simply reversing prior credits.

This detailed tracking allowed me to arrive at the final accumulator balances and determine the member responsibility for each relevant claim.
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Grader detail
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}
0LDG-008Twenty claims, mixed network, three edits16,582 out · 145.5s

See what every other model answered →

Reasoning · 16,104 tokens
Alright, I've been tasked with processing a ledger of 23 claims for the 2026 plan year and reporting the final state for three specific claims, along with the overall accumulator balances for all family members. My goal is to meticulously track every dollar and every rule application.

Here's how I'm approaching this, thinking through each step:

First, I need to establish the framework of the plan benefits. I've got the plan year, the individual and family deductibles and out-of-pocket maximums (OOPMs) for both in-network (IN) and out-of-network (OON) services. I also have the coinsurance percentages and a detailed list of copays for various services. Crucially, I note the specific rules for copays – they *don't* count towards the deductible but *do* count towards the OOPM. Preventive IN services are fully covered with no cost share and no accumulator movement, which is a key carve-out. And then there are the adjustment/void rules: unwind original credits and re-adjudicate, but *don't* reprocess intermediate claims. This last part is critical for maintaining the integrity of the processing order.

I've started with the initial accumulator balances for each family member (A, B, C, D) and the family as a whole. These are my baselines:

*   **A (Subscriber):** Deductible $0.00, OOPM $0.00
*   **B (Spouse):** Deductible $710.81, OOPM $710.81
*   **C (Child):** Deductible $331.32, OOPM $331.32
*   **D (Child):** Deductible $0.00, OOPM $0.00
*   **Family:** Deductible $1042.13, OOPM $1042.13

Now, the main event: processing the claims sequentially. For each claim, I'll determine the service type, network status, patient, calculate the allowed amount, and then apply the plan rules to figure out the member responsibility (MR) and plan-paid (PP) amounts. This involves checking deductibles, OOPMs, coinsurance, and copays at each step.

Let's walk through the early claims:

**Claim 1 (A): ER Visit, IN, Admitted.** The ER copay is waived if admitted, so it's subject to deductible and coinsurance. A's individual deductible is $1500, and the family deductible is $3000. At this point, A's deductible remainder is $1500, and the family's is $1957.87 ($3000 - $1042.13). The applicable deductible is the minimum of these, which is $1500. So, $1500 goes towards the deductible (DA). The remaining $470.69 ($1970.69 - $1500) is subject to 20% coinsurance, which is $94.14. Total MR for A is $1500 (DA) + $94.14 (CI) = $1594.14. I update A's and the family's accumulators accordingly: A's deductible hits $1500, A's OOPM hits $1594.14. Family deductible goes to $2542.13, family OOPM to $2636.27. I'll be keeping a running log of the original claim values for potential future adjustments.

**Claim 2 (C): Outpatient Endoscopy, IN.** C's individual deductible balance is $1168.68 ($1500 - $331.32). The family deductible balance is now $457.87 ($3000 - $2542.13). The applicable deductible is $457.87. So, $457.87 is applied to the deductible. The remaining $196.81 ($654.68 - $457.87) is subject to 20% coinsurance ($39.36). C's MR is $457.87 (DA) + $39.36 (CI) = $497.23. C's deductible goes to $789.19 ($331.32 + $457.87), and C's OOPM goes to $828.55 ($331.32 + $497.23). The family deductible reaches $3000 ($2542.13 + $457.87) – it's met! Family OOPM becomes $3133.50 ($2636.27 + $497.23).

**Claim 3 (C): Routine Immunisation, IN.** This is preventive care. My rule says 100% covered, no cost share, no accumulator movement. So, MR is $0.00, PP is $733.65. Accumulators remain unchanged.

**Claim 4 (C): Screening Mammography, IN.** Another preventive care service. Again, 100% covered, MR $0.00, PP $338.32. No accumulator changes. I'm noting this for potential future voiding.

**Claim 5 (B): Cardiac Stress Test, IN.** B's deductible remainder is $789.19 ($1500 - $710.81). However, the family deductible is *already met* ($3000). So, no deductible applies. The entire allowed amount ($2159.40) is subject to 20% coinsurance, which is $431.88. B's MR is $431.88. B's OOPM becomes $1142.69 ($710.81 + $431.88). Family OOPM increases by $431.88 to $3565.38.

**Claim 6 (A): Inpatient Admission w/ Surgery, IN.** A's individual deductible is met ($1500/$1500). The family deductible is also met. So, no deductible applies. The full $11020.18 is subject to 20% coinsurance, totaling $2204.04. A's OOPM remainder is $4405.86 ($6000 - $1594.14). Since $2204.04 is less than this remainder, A's MR is $2204.04. A's OOPM increases to $3798.18 ($1594.14 + $2204.04). Family OOPM goes up by $2204.04 to $5769.42.

**Claim 7 (A): Diagnostic Lab Panel, IN.** A's deductible and family deductible are met. Only coinsurance applies. 20% of $1959.89 is $391.98. A's OOPM remainder is $2201.82 ($6000 - $3798.18). A's MR is $391.98. A's OOPM becomes $4190.16 ($3798.18 + $391.98). Family OOPM goes to $6161.40 ($5769.42 + $391.98). I'm noting this claim's original values for the adjustment later.

**Claim 8 (B): Inpatient Admission, IN.** B's individual deductible is *not* met for IN ($710.81/$1500). But the family deductible *is* met. The rule for embedded deductibles is that the member's individual deductible is satisfied on its own, or the family deductible is satisfied by total family credits. Since the family deductible was met on Claim 2, and subsequent claims haven't changed that status, it means no further deductible applies for IN services. The entire $24984.17 is subject to 20% coinsurance, which is $4996.83. B's OOPM is $1142.69. B's IN OOPM remainder is $4857.31 ($6000 - $1142.69). The MR is the lesser of coinsurance ($4996.83) and B's OOPM remainder ($4857.31), so B's MR is $4857.31. B hits their individual IN OOPM ($1142.69 + $4857.31 = $6000). Family OOPM increases to $11018.71 ($6161.40 + $4857.31).

**Void of Claim 4 (C):** This was a preventive claim with $0 MR. Unwinding it has no effect on any accumulators. The state remains as it was after Claim 8.

**Claim 10 (D): Inpatient Admission w/ Surgery, IN.** D's deductible is $0/$1500. The family deductible is met. So, no deductible applies. 20% coinsurance on $12032.63 is $2406.53. D's OOPM is $0. D's individual OOPM remainder is $6000. The family OOPM remainder is $981.29 ($12000 - $11018.71). The MR is capped by the family OOPM remainder. So, D's MR is $981.29. This means the family OOPM of $12000 is met ($11018.71 + $981.29). D's OOPM goes to $981.29. Family OOPM is now $12000.

**Claim 11 (B): Inpatient Admission w/ Surgery, OON.** This is where OON rules kick in. B has met their IN OOPM ($6000), but not their OON OOPM ($12000). B's OON OOPM remainder is $6000. B's OON deductible is $3000. B's current OON deductible balance is $710.81, so the remainder is $2289.19 ($3000 - $710.81). The deductible applied is $2289.19. The remaining $16611.67 ($18900.86 - $2289.19) is subject to 40% OON coinsurance, which is $6644.67. The calculated MR is $2289.19 (DA) + $6644.67 (CI) = $8933.86. However, this is capped by B's OON OOPM remainder of $6000. So, B's MR is $6000. This fills B's OON OOPM, bringing it to $12000. B's deductible balance is now $3000 ($710.81 + $2289.19). Family deductible increases by $2289.19 to $5289.19. Family OOPM increases by $6000 to $18000.

**Claim 12 (D): Ambulatory Surgery, IN.** The family IN OOPM is met. So, no cost share for IN services. MR $0.00, PP $3444.66. No accumulator changes.

**Claim 13 (B): Generic Retail Pharmacy, IN.** This is a copay service ($15 normally). But the family IN OOPM ($12000) is met (currently at $18000 total OOPM, but the IN threshold was met earlier). Since the IN OOPM is met, the plan pays 100% for IN services. MR $0.00, PP $89.29. No accumulator changes.

Now, a crucial **Adjustment to Claim 1 (A)**. This is where I need to be extra careful.
1.  **Unwind:** I take the current accumulator state (after Claim 13) and subtract the original claim 1's impact. Original C1 had $1500 DA and $1594.14 MR.
    *   A's deductible: $1500 (current) - $1500 (C1 original) = $0.00.
    *   A's OOPM: $4190.16 (current) - $1594.14 (C1 original) = $2596.02.
    *   Family deductible: $5289.19 (current) - $1500 (C1 original) = $3789.19.
    *   Family OOPM: $18000 (current) - $1594.14 (C1 original) = $16405.86.
    These are the accumulators for re-adjudication.

2.  **Re-adjudicate Claim 1 (Adjusted):** The allowed amount is now $1418.90. It's an IN ER visit, so copay waived, subject to deductible/coinsurance.
    *   A's individual deductible remainder is $1500 ($1500 - $0.00).
    *   The family deductible balance is $3789.19. This is greater than the $3000 threshold, so the family deductible is effectively met. The family deductible remainder is $0.
    *   The applicable deductible to apply is the minimum of A's individual remainder ($1500) and the family remainder ($0), which is $0. So, DA is $0.00.
    *   The full $1418.90 is subject to 20% coinsurance: $283.78.
    *   A's OOPM remainder (for re-adjudication) is $6000 - $2596.02 = $3403.98.
    *   A's MR is the minimum of coinsurance ($283.78) and A's OOPM remainder ($3403.98), so $283.78.

3.  **Update Accumulators:** I add the *new* claim 1 values (DA $0.00, MR $283.78) to the re-adjudicated accumulators.
    *   A's deductible: $0.00 + $0.00 = $0.00.
    *   A's OOPM: $2596.02 + $283.78 = $2879.80.
    *   Family deductible: $3789.19 + $0.00 = $3789.19.
    *   Family OOPM: $16405.86 + $283.78 = $16689.64.
    This adjustment significantly changed A's deductible status and also reduced the amount that counted towards A's OOPM and the family's OOPM.

**Claim 15 (A): Specialty Pharmacy Admin, IN.** A's individual deductible is not met ($0/$1500). However, the family deductible is met ($3789.19/$3000). So, no deductible applies. 20% coinsurance on $5653.92 is $1130.78. A's OOPM remainder is $3120.20 ($6000 - $2879.80). A's MR is $1130.78. A's OOPM becomes $4010.58 ($2879.80 + $1130.78). Family OOPM goes to $17820.42 ($16689.64 + $1130.78).

**Claim 16 (D): Sleep Study, OON.** D's OON deductible balance is $0. The OON threshold is $3000. So, D's OON deductible remainder is $3000. The DA is $2069.76 (lesser of allowed amount and remainder). No coinsurance applies since deductible is not met. D's MR is $2069.76. D's OOPM balance is $981.29. OON OOPM remainder is $11018.71 ($12000 - $981.29). MR is capped by OOPM remainder, but $2069.76 is less than $11018.71. So, D's MR is $2069.76. D's OOPM becomes $3051.05 ($981.29 + $2069.76). D's deductible becomes $2069.76 ($0 + $2069.76). Family deductible increases by $2069.76 to $5858.95. Family OOPM increases by $2069.76 to $19890.18. This is one of the claims to report on.

**Claim 17 (B): Outpatient Endoscopy, IN.** B's individual IN OOPM is met ($6000), and the family IN OOPM is met. So, no cost share. MR $0.00, PP $2066.21. No accumulator changes.

**Claim 18 (A): Outpatient Procedure, IN.** A's individual deductible is not met, but the family deductible is met. So, no deductible applies. 20% coinsurance on $3078.17 is $615.63. A's OOPM remainder is $1989.42 ($6000 - $4010.58). A's MR is $615.63. A's OOPM becomes $4626.21 ($4010.58 + $615.63). Family OOPM goes to $20505.81 ($19890.18 + $615.63).

**Claim 19 (D): Diagnostic Lab Panel, OON.** D's OON deductible balance is $2069.76. OON threshold is $3000. D's OON deductible remainder is $930.24 ($3000 - $2069.76). DA is $930.24. The remaining $430.22 ($1360.46 - $930.24) is subject to 40% OON coinsurance, $172.09. D's MR is $930.24 (DA) + $172.09 (CI) = $1102.33. D's OOPM remainder is $8948.95 ($12000 - $3051.05). $1102.33 is less than this remainder. D's OOPM becomes $4153.38 ($3051.05 + $1102.33). D's deductible becomes $3000 ($2069.76 + $930.24). Family deductible increases by $930.24 to $6789.19. Family OOPM increases by $1102.33 to $21608.14.

**Claim 20 (A): Specialty Pharmacy Admin, IN.** A's individual deductible is not met, but the family deductible is met. So, no deductible. 20% coinsurance on $3170.25 is $634.05. A's OOPM remainder is $1373.79 ($6000 - $4626.21). A's MR is $634.05. A's OOPM becomes $5260.26 ($4626.21 + $634.05). Family OOPM goes to $22242.19 ($21608.14 + $634.05).

**Claim 21 (A): Annual Wellness Visit, IN.** Preventive. MR $0.00, PP $1074.81. No accumulator changes.

Now, another **Adjustment to Claim 7 (A)**.
1.  **Unwind:** Current state (after Claim 21). Original C7 had $0 DA and $391.98 MR.
    *   A's deductible: $0.00 - $0.00 = $0.00.
    *   A's OOPM: $5260.26 - $391.98 = $4868.28.
    *   Family deductible: $6789.19 - $0.00 = $6789.19.
    *   Family OOPM: $22242.19 - $391.98 = $21850.21.

2.  **Re-adjudicate Claim 7 (Adjusted):** Allowed amount is $2547.86. IN service.
    *   A's individual deductible remainder is $1500 ($1500 - $0.00).
    *   Family deductible balance is $6789.19, which is met. Family remainder $0.
    *   Applicable deductible is min($1500, $0) = $0. DA is $0.00.
    *   20% coinsurance on $2547.86 is $509.57.
    *   A's OOPM remainder (for re-adjudication) is $6000 - $4868.28 = $1131.72.
    *   A's MR is min($509.57, $1131.72) = $509.57. This is the second claim to report.

3.  **Update Accumulators:** Add new C7 values (DA $0.00, MR $509.57).
    *   A's deductible: $0.00 + $0.00 = $0.00.
    *   A's OOPM: $4868.28 + $509.57 = $5377.85.
    *   Family deductible: $6789.19 + $0.00 = $6789.19.
    *   Family OOPM: $21850.21 + $509.57 = $22359.78.

**Claim 23 (C): PCP Office Visit, IN.** This is a $30 copay normally. However, the family IN OOPM ($12000) is met (current family OOPM is $22359.78). Since the family IN OOPM is met, the plan pays 100% for IN services. MR is $0.00. PP is $189.56. This is the third claim to report. No accumulator changes.

So, after processing all 23 claims and the two adjustments, I've arrived at the final states for the specific claims and the overall family accumulators.

Here are the final results:

**Specific Claim Summaries:**

*   **Claim 7 (Final State after Adjustment):**
    *   Allowed: $2547.86
    *   Deductible Applied (DA): $0.00
    *   Coinsurance Amount (CI): $509.57
    *   Copay Amount (CO): $0.00
    *   Member Responsibility (MR): $509.57
    *   Plan Paid (PP): $2038.29

*   **Claim 16:**
    *   Allowed: $2069.76
    *   Deductible Applied (DA): $2069.76
    *   Coinsurance Amount (CI): $0.00
    *   Copay Amount (CO): $0.00
    *   Member Responsibility (MR): $2069.76
    *   Plan Paid (PP): $0.00

*   **Claim 23:**
    *   Allowed: $189.56
    *   Deductible Applied (DA): $0.00
    *   Coinsurance Amount (CI): $0.00
    *   Copay Amount (CO): $0.00
    *   Member Responsibility (MR): $0.00
    *   Plan Paid (PP): $189.56

**Final Accumulator Balances:**

*   **A (Subscriber):**
    *   Ending Deductible: $0.00
    *   Ending OOPM: $5377.85

*   **B (Spouse):**
    *   Ending Deductible: $3000.00
    *   Ending OOPM: $12000.00

*   **C (Child):**
    *   Ending Deductible: $789.19
    *   Ending OOPM: $828.55

*   **D (Child):**
    *   Ending Deductible: $3000.00
    *   Ending OOPM: $4153.38

*   **Family:**
    *   Ending Family Deductible: $6789.19
    *   Ending Family OOPM: $22359.78
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0LDG-004Copays that credit the deductible, fifteen claims16,517 out · 139.6s

See what every other model answered →

Reasoning · 16,066 tokens
Here's my thinking process as I worked through this ledger and the intricacies of the Pecos Select 2500 plan:

My primary objective is to meticulously process each of the 17 claims and adjustments, accurately calculating the member responsibility and the plan's payment for every line item. This involves a constant, careful tracking of both individual and family accumulators for deductibles and out-of-pocket maximums (OOPMs).

I've got the plan details laid out:
*   **Plan Year:** 2026.
*   **Deductibles:** Individual $2500, Family $5000 (in-network). The out-of-network (OON) deductibles are separate but contribute to a single balance. The OON individual deductible is $5000.
*   **OOPMs:** Individual $5500, Family $11000 (in-network). OON individual OOPM is $11000.
*   **Cost Sharing (In-Network):** 30% coinsurance, with specific copays for visits ($25 PCP, $50 Specialist, $60 Urgent Care, $300 ER – waived if admitted) and pharmacy ($10 Generic). Importantly, copays *do* count towards deductibles and OOPMs.
*   **Cost Sharing (Out-of-Network):** 50% coinsurance.
*   **Preventive Care:** In-network is 100% covered, no cost share, and no accumulator impact. OON preventive care is subject to OON deductibles and coinsurance.
*   **Adjustments/Voids:** These are critical. I need to first "unwind" the original claim's impact on accumulators, and then re-adjudicate the claim using the updated information, applying the rules as they stand *at the time of the adjustment*. Intervening claims are not re-processed.

I'm starting with these initial accumulator balances for the family of three (A, B, C):
*   **A (subscriber):** Deductible $60.69, OOPM $60.69
*   **B (spouse):** Deductible $383.93, OOPM $924.55
*   **C (child):** Deductible $1524.34, OOPM $2116.83
*   **Family:** Deductible $1968.96, OOPM $3102.07

Now, let's process the ledger line by line.

**Line 1: Claim 1 (C - child), Inpatient admission, in-network, Allowed: $10074.70**
*   My first thought is to check C's individual remaining deductible: $2500 - $1524.34 = $975.66.
*   Then, the family's remaining deductible: $5000 - $1968.96 = $3031.04.
*   The deductible to apply is the minimum of the allowed amount and the remaining deductibles: `min($10074.70, $975.66, $3031.04) = $975.66`. This is the `deductible_applied`.
*   The remaining amount for coinsurance is $10074.70 - $975.66 = $9099.04.
*   The in-network coinsurance is 30%, so $9099.04 * 0.30 = $2729.712, rounded to $2729.71.
*   The potential member responsibility is $975.66 (deductible) + $2729.71 (coinsurance) = $3705.37.
*   Now, I must consider C's individual OOPM. C's remaining OOPM is $5500 - $2116.83 = $3383.17.
*   Since the potential member responsibility ($3705.37) exceeds C's remaining OOPM ($3383.17), the member responsibility is capped at $3383.17.
*   This means $975.66 went towards the deductible, and the rest, $3383.17 - $975.66 = $2407.51, is coinsurance.
*   The plan pays the total allowed minus the member responsibility: $10074.70 - $3383.17 = $6691.53.
*   **Accumulator Updates:**
    *   C's Deductible: $1524.34 + $975.66 = $2500.00 (Individual deductible met).
    *   C's OOPM: $2116.83 + $3383.17 = $5500.00 (Individual OOPM met).
    *   Family Deductible: $1968.96 + $975.66 = $2944.62.
    *   Family OOPM: $3102.07 + $3383.17 = $6485.24.

**Line 2: Claim 2 (A - subscriber), Specialty pharmacy admin, in-network, Allowed: $4603.57**
*   A's remaining deductible: $2500 - $60.69 = $2439.31.
*   Family's remaining deductible: $5000 - $2944.62 = $2055.38.
*   Deductible to apply: `min($4603.57, $2439.31, $2055.38) = $2055.38`.
*   Remaining for coinsurance: $4603.57 - $2055.38 = $2548.19.
*   Coinsurance: $2548.19 * 0.30 = $764.46.
*   Member responsibility: $2055.38 (ded) + $764.46 (coins) = $2819.84.
*   Checking A's OOPM ($5500 - $60.69 = $5439.31 remaining) and Family's OOPM ($11000 - $6485.24 = $4514.76 remaining), both are sufficient.
*   Plan paid: $4603.57 - $2819.84 = $1783.73.
*   **Accumulator Updates:**
    *   A's Deductible: $60.69 + $2055.38 = $2116.07.
    *   A's OOPM: $60.69 + $2819.84 = $2880.53.
    *   Family Deductible: $2944.62 + $2055.38 = $5000.00 (Family deductible met).
    *   Family OOPM: $6485.24 + $2819.84 = $9305.08.

**Line 3: Claim 3 (B - spouse), Specialist office visit, in-network, Allowed: $339.69**
*   This is a specialist visit, so it has a $50.00 copay.
*   The plan states copays credit the deductible. However, the family deductible is now met ($5000). This means no further deductible credit will be applied. The copay is the member responsibility.
*   Member responsibility: $50.00.
*   Deductible applied: $0.00 (since family deductible is met).
*   Plan paid: $339.69 - $50.00 = $289.69.
*   **Accumulator Updates:**
    *   B's OOPM: $924.55 + $50.00 = $974.55. (Deductible doesn't change as family ded is met and this is a copay).
    *   Family OOPM: $9305.08 + $50.00 = $9355.08.

**Line 4: Claim 4 (B - spouse), Inpatient admission, out-of-network, Allowed: $15484.21**
*   This is an OON claim. The OON individual deductible for B is $5000.
*   B's current *single* deductible balance is $383.93.
*   OON Deductible to apply: `min($15484.21, $5000.00 - $383.93) = $4616.07`.
*   Remaining for OON coinsurance: $15484.21 - $4616.07 = $10868.14.
*   OON Coinsurance (50%): $10868.14 * 0.50 = $5434.07.
*   Potential member responsibility: $4616.07 (ded) + $5434.07 (coins) = $10050.14.
*   Now, the crucial part: B's OON individual OOPM is $11000. B's current OOPM is $974.55. Remaining OOPM is $11000 - $974.55 = $10025.45.
*   The potential member responsibility ($10050.14) exceeds B's remaining OON OOPM ($10025.45). So, B's responsibility is capped at $10025.45.
*   This responsibility consists of $4616.07 (deductible) and $10025.45 - $4616.07 = $5409.38 (coinsurance).
*   Plan paid: $15484.21 - $10025.45 = $5458.76.
*   **Accumulator Updates:**
    *   B's Deductible: $383.93 + $4616.07 = $5000.00 (Individual OON deductible met).
    *   B's OOPM: $974.55 + $10025.45 = $11000.00 (Individual OON OOPM met).
    *   Family Deductible: $5000.00 + $4616.07 = $9616.07. (Note: OON deductibles can push family balance beyond INN limit).
    *   Family OOPM: $9355.08 + $10025.45 = $19380.53. **Crucially, the Family IN-NETWORK OOPM of $11000 has now been met.** This means all subsequent *in-network* services for any family member will be paid at 100% by the plan.

**Line 5: Claim 5 (B - spouse), Urgent care visit, in-network, Allowed: $181.01**
*   This is an in-network service. Since the Family INN OOPM ($11000) has been met (current family OOPM accumulator is $19380.53), the plan pays 100% for this service.
*   Member responsibility: $0.00.
*   Plan paid: $181.01.
*   **Accumulator Updates:** No change as member pays nothing.

**Line 6: Claim 6 (A - subscriber), Urgent care visit, in-network, Allowed: $213.67 (Original Adjudication)**
*   This is an in-network service. The Family INN OOPM ($11000) is met. Therefore, the plan pays 100%.
*   Member responsibility: $0.00.
*   Plan paid: $213.67.
*   **Accumulator Updates:** No change.

**Line 7: Claim 7 (C - child), Specialist office visit, in-network, Allowed: $330.22**
*   This is an in-network service. The Family INN OOPM ($11000) is met. Plan pays 100%.
*   Member responsibility: $0.00.
*   Plan paid: $330.22.
*   **Accumulator Updates:** No change.

**Line 8: Claim 8 (C - child), Sleep study, out-of-network, Allowed: $1805.31**
*   This is an OON claim. The Family INN OOPM does not cap OON claims.
*   C's deductible balance is $4305.31 (from Line 1). The OON deductible is $5000.
*   OON Deductible to apply: `min($1805.31, $5000.00 - $4305.31) = $694.69`.
*   Remaining for coinsurance: $1805.31 - $694.69 = $1110.62.
*   OON Coinsurance (50%): $1110.62 * 0.50 = $555.31.
*   Member responsibility: $694.69 (ded) + $555.31 (coins) = $1250.00.
*   C's remaining OON OOPM: $11000 - $7305.31 = $3694.69. The calculated MR ($1250.00) is within this limit.
*   Plan paid: $1805.31 - $1250.00 = $555.31.
*   **Accumulator Updates:**
    *   C's Deductible: $4305.31 + $694.69 = $5000.00.
    *   C's OOPM: $7305.31 + $1250.00 = $8555.31.
    *   Family Deductible: $9616.07 + $694.69 = $10310.76.
    *   Family OOPM: $19380.53 + $1250.00 = $20630.53.

**Line 9: ADJUSTMENT to Claim 6 (A - subscriber)**
*   **Step 1: Unwind original Claim 6.**
    *   Original Claim 6 had MR of $0.00 and Deductible Applied of $0.00.
    *   The accumulators at this point (before unwinding Claim 6) were: A Ded=2116.07, A OOPM=2880.53; Fam Ded=10310.76, Fam OOPM=20630.53.
    *   Unwinding $0.00 MR and $0.00 Ded Applied means no change to accumulators.
*   **Step 2: Re-adjudicate Claim 6.**
    *   The prompt states the allowed amount is corrected to $277.77. The service is an in-network urgent care visit.
    *   Crucially, the Family INN OOPM is met ($11000 is the limit, accumulator is $20630.53). Therefore, this in-network service is paid at 100% by the plan.
    *   Member responsibility: $0.00.
    *   Plan paid: $277.77.
*   **Step 3: Update accumulators.** Since MR is $0.00 and Ded Applied is $0.00, there is no change to any accumulators.
*   **Final values for Claim 6 after this adjustment:** Member Responsibility $0.00, Plan Paid $277.77, Deductible Applied $0.00, Copay $0.00, Coinsurance $0.00.

**Line 10: Claim 10 (C - child), Ambulatory surgery, out-of-network, Allowed: $8945.95**
*   OON claim.
*   C's deductible balance is $5000.00 (met individual deductible). The OON deductible limit is $5000.
*   OON Deductible to apply: `min($8945.95, $5000.00 - $5000.00) = $0.00`. So, no deductible applies here.
*   Remaining for OON coinsurance: $8945.95.
*   OON Coinsurance (50%): $8945.95 * 0.50 = $4472.98.
*   Member responsibility: $4472.98.
*   C's remaining OON OOPM: $11000 - $8555.31 = $2444.69.
*   The calculated MR ($4472.98) exceeds C's remaining OON OOPM ($2444.69). So, MR is capped at $2444.69.
*   Plan paid: $8945.95 - $2444.69 = $6499.26.
*   **Accumulator Updates:**
    *   C's OOPM: $8555.31 + $2444.69 = $11000.00 (Individual OON OOPM met).
    *   Family Deductible: $10310.76 + $0.00 = $10310.76.
    *   Family OOPM: $20630.53 + $2444.69 = $23075.22.

**Line 11: ADJUSTMENT to Claim 6 (A - subscriber)**
*   This is a duplicate adjustment for Claim 6. The allowed amount is corrected to $277.77.
*   **Step 1: Unwind.** The previous adjudication for Claim 6 (from Line 9) resulted in MR $0.00 and Ded Applied $0.00. Unwinding these has no effect on accumulators.
*   **Step 2: Re-adjudicate.** Claim 6 is an in-network urgent care. The Family INN OOPM is met.
    *   Member responsibility: $0.00.
    *   Plan paid: $277.77.
*   **Step 3: Update.** No change to accumulators.
*   **Conclusion for Claim 6:** The values remain as determined after Line 9: MR $0.00, Plan Paid $277.77, Ded Applied $0.00, Copay $0.00, Coins $0.00.

**Line 12: Claim 12 (C - child), Inpatient admission, in-network, Allowed: $23123.73**
*   In-network service. Family INN OOPM is met. Plan pays 100%.
*   Member responsibility: $0.00.
*   Plan paid: $23123.73.
*   **Accumulator Updates:** No change.

**Line 13: Claim 13 (A - subscriber), Outpatient procedure, in-network, Allowed: $5196.38**
*   In-network service. Family INN OOPM is met. Plan pays 100%.
*   Member responsibility: $0.00.
*   Plan paid: $5196.38.
*   **Accumulator Updates:** No change.

**Line 14: Claim 14 (B - spouse), Inpatient admission, in-network, Allowed: $21835.03**
*   In-network service. Family INN OOPM is met. Plan pays 100%.
*   Member responsibility: $0.00.
*   Plan paid: $21835.03.
*   **Accumulator Updates:** No change.

**Line 15: Claim 15 (A - subscriber), Routine immunisation, out-of-network, Allowed: $839.74**
*   OON service. The prompt mentions "routine immunisation" which is typically preventive, but OON preventive services are subject to OON deductible and coinsurance.
*   A's deductible balance is $2116.07. The OON deductible is $5000.
*   OON Deductible to apply: `min($839.74, $5000.00 - $2116.07) = $839.74`.
*   No amount left for coinsurance.
*   Member responsibility: $839.74.
*   A's remaining OON OOPM: $11000 - $3720.27 = $7279.73. The calculated MR ($839.74) is within this limit.
*   Plan paid: $0.00.
*   **Accumulator Updates:**
    *   A's Deductible: $2116.07 + $839.74 = $2955.81.
    *   A's OOPM: $3720.27 + $839.74 = $4560.01.
    *   Family Deductible: $10310.76 + $839.74 = $11150.50.
    *   Family OOPM: $23075.22 + $839.74 = $23914.96.

**Line 16: Claim 16 (C - child), Inpatient admission, in-network, Allowed: $10575.83**
*   In-network service. Family INN OOPM is met. Plan pays 100%.
*   Member responsibility: $0.00.
*   Plan paid: $10575.83.
*   **Accumulator Updates:** No change.

**Line 17: Claim 17 (B - spouse), Generic retail pharmacy, in-network, Allowed: $38.18**
*   This is a generic pharmacy copay service ($10.00). It's an in-network service.
*   However, the Family INN OOPM ($11000) is met (current accumulator is $23914.96). Therefore, the plan pays 100%.
*   Member responsibility: $0.00.
*   Plan paid: $38.18.
*   **Accumulator Updates:** No change.

I've meticulously gone through each transaction, ensuring that the correct rules for in-network vs. out-of-network, individual vs. family limits, and the critical point when the family OOPM was met were all applied. The duplicate adjustment for Claim 6 was processed as per instructions, confirming the initial zero-member-responsibility outcome for that claim.

The final state of my accumulators and the specific claim values I've calculated are now ready.

Here are the final outcomes for the requested claims:

*   **Claim 6 (final adjudicated values):**
    *   Member Responsibility: $0.00
    *   Plan Paid: $277.77
    *   Deductible Applied: $0.00
    *   Copay Amount: $0.00
    *   Coinsurance Amount: $0.00

*   **Claim 14:**
    *   Member Responsibility: $0.00
    *   Plan Paid: $21835.03
    *   Deductible Applied: $0.00
    *   Copay Amount: $0.00
    *   Coinsurance Amount: $0.00

*   **Claim 17:**
    *   Member Responsibility: $0.00
    *   Plan Paid: $38.18
    *   Deductible Applied: $0.00
    *   Copay Amount: $0.00
    *   Coinsurance Amount: $0.00
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  "claim_6_coinsurance_amount": 0.00,
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  "claim_14_plan_paid": 21835.03,
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  "claim_14_coinsurance_amount": 0.00,
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  "claim_17_copay_amount": 0.00,
  "claim_17_coinsurance_amount": 0.00,
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  "ending_oopm_a": 3720.27,
  "ending_deductible_b": 5000.00,
  "ending_oopm_b": 11000.00,
  "ending_deductible_c": 5000.00,
  "ending_oopm_c": 11000.00,
  "ending_family_deductible": 12955.81,
  "ending_family_oopm": 25780.27
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Grader detail
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      "field": "claim_17_coinsurance_amount",
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0LDG-012Twenty-four claims on an HDHP from a warm start13,877 out · 114.8s

See what every other model answered →

Reasoning · 13,389 tokens
Alright, I've thoroughly processed this ledger, thinking through each claim and its implications against the Trinity HDHP 3200 plan structure. Here’s a breakdown of my thought process as I navigated the 28 claims for this family of four:

First, I familiarized myself with the plan details. The **aggregate family deductible of $6400** for in-network (INN) services is the critical starting point; nothing gets paid by the plan until that threshold is met collectively. The out-of-network (OON) deductible is $6400 individually, and importantly, the INN and OON deductible balances *aggregate* to a single member deductible. The OOPM for individuals is $7000 INN and $14000 OON, with a family INN OOPM of $14000. The cost-sharing is a simple 10% member co-insurance for INN after the family deductible, and a steeper 40% for OON after the individual OON deductible. No copays, which simplifies things a bit.

I then took note of the **initial accumulator balances**. These are my starting point for each member and the family as a whole:
*   A (subscriber): Ded $2120.26, OOPM $2618.28
*   B (spouse): Ded $1996.73, OOPM $2173.25
*   C (child): Ded $0.00, OOPM $0.00
*   D (child): Ded $662.41, OOPM $1267.18
*   Family: Ded $4779.40, OOPM $6058.71

From these, I calculated the remaining amounts needed to meet the initial deductibles and OOPMs:
*   Family Deductible Remainder (INN): $6400.00 - $4779.40 = $1620.60
*   Family OOPM Remainder (INN): $14000.00 - $6058.71 = $7941.29

Now, for the claims processing, I went line by line, meticulously updating the accumulators.

**Claim 1 (A, INN):** This claim hit the family deductible first. The remaining $1620.60 was applied from the allowed amount of $3722.46. The rest, $2101.86, was then subject to 10% co-insurance, making my responsibility $1620.60 + $210.19 = $1830.79. The plan paid the remainder. This action also **met the family deductible** (6400.00) and increased the family OOPM.

**Claim 2 (C, INN) & Claim 3 (C, INN):** Since the family deductible was now met, these INN claims were subject to co-insurance. For C, it was 10% of the allowed amount. This pushed C's OOPM higher, and consequently, the family OOPM too. I made a mental note that Claim 3 would later be adjusted.

**Claim 4 (C, OON):** This is where the OON rules come into play. Member C's total deductible balance was $0.00, so this $362.74 claim was applied entirely to their individual OON deductible ($6400 threshold). Since it didn't exceed their deductible, the plan paid nothing, and I was responsible for the full allowed amount. This also increased C's deductible balance and their OOPM, and crucially, also added to the *family deductible* balance, as per the rule about aggregate balances.

**Claim 5 (B, INN):** Family deductible met. This was simply 10% co-insurance for me. Updated B's OOPM and the family OOPM.

**Claim 6 (D, INN):** Another 10% co-insurance for me after the family deductible was met. This increased D's OOPM and the family OOPM. I noted this claim would be voided later.

**Claim 7 (D, INN) & Claim 8 (A, INN):** More 10% co-insurance, affecting individual and family OOPMs.

**Claim 9 (A, INN):** I recognized this as an in-network preventive service. These are covered at 100% of the allowed amount without impacting deductibles or OOPMs. So, $0 responsibility for me, and the plan paid the full amount. Again, I noted this would be voided.

**Claim 10 (C, OON):** Back to OON for C. Their deductible balance was $362.74. The remaining OON deductible for C was $6037.26. This claim of $867.11 was fully applied to C's deductible, with no plan payment. This increased C's deductible and OOPM, and the family deductible balance.

**Claim 11 (B, OON):** This was a significant OON claim for B. B's individual OON deductible was $1996.73. The remaining OON deductible for B was $4403.27. This amount was applied. The remaining $588.72 was subject to the 40% OON co-insurance ($235.49), making my total responsibility $4638.76. The plan paid the rest. This significantly increased B's OOPM and the family OOPM. Importantly, I re-checked the OON rules: the family OOPM (INN) limit of $14000 does *not* cap OON claims. B's individual OON OOPM is $14000, and they were well below that. So, the family OOPM balance did indeed exceed $14000, and that’s correct behavior as per the plan's wording.

**Claim 12 (A, INN):** By this point, the family INN OOPM had been met (from Claim 11 and prior). Therefore, for this INN claim, my responsibility was $0.00, and the plan paid the full allowed amount.

**Claim 13 (D, OON):** Another OON claim. D’s deductible balance was $662.41. The remaining OON deductible for D was $5737.59. This claim was fully applied to D’s deductible. No plan payment, and increased D's deductible and OOPM, plus the family deductible balance.

**Claim 14 (B, OON):** B's OON deductible was met. This claim was subject to the 40% OON co-insurance. My responsibility was $637.94. This increased B's OOPM and the family OOPM. I noted this would be adjusted.

**Line 15: ADJUSTMENT to Claim 3 (C, INN):** This required a two-step process.
1.  **Unwind:** I first removed the original contribution of Claim 3 from the accumulators as they stood *at that moment*. This meant reducing C's OOPM and the family OOPM by the original member responsibility of $714.77.
2.  **Re-adjudicate:** Then, I processed the claim with its *new allowed amount* ($6075.57) against the accumulators *after unwinding*. At this point, the family INN OOPM was met (it was > $14000 due to previous claims). Since Claim 3 is INN, my new responsibility was $0.00, and the plan paid the full $6075.57.
3.  **Update:** The accumulators were then updated with these new, zero-responsibility amounts for member responsibility.

**Line 16 (A, INN) & Line 18 (C, INN) & Line 19 (B, INN) & Line 21 (D, INN) & Line 25 (A, INN) & Line 27 (C, INN) & Line 28 (A, INN):** By the time these claims came around, the family INN OOPM had been met. Consequently, for these INN claims, my responsibility was $0.00 for each, and the plan covered 100% of the allowed amounts. They didn't impact any accumulators.

**Line 17: ADJUSTMENT to Claim 14 (B, OON):** Similar to Claim 3's adjustment:
1.  **Unwind:** Removed the original member responsibility of $637.94 from B's OOPM and the family OOPM.
2.  **Re-adjudicate:** Processed the new allowed amount ($1355.61). B's OON deductible was met. The family OOPM limit doesn't cap OON claims. B's individual OON OOPM was not close to the limit. So, this was subject to the 40% OON co-insurance. My new responsibility was $542.24, and the plan paid the remainder.
3.  **Update:** Updated B's OOPM and the family OOPM with the new member responsibility.

**Line 20: VOID of Claim 9 (A, INN):** This was a preventive claim that initially had $0 responsibility and $0 impact on accumulators. Voiding it therefore had no effect on the running totals. Its final components are all $0.00.

**Line 22: Claim 22 (A, INN):** As noted, by this point, the family INN OOPM was met. This INN claim resulted in $0.00 member responsibility and full plan payment of the allowed amount. I specifically noted its breakdown:
*   **Member Responsibility:** $0.00
*   **Plan Paid:** $8861.27
*   **Deductible Applied:** $0.00
*   **Copay Amount:** $0.00
*   **Coinsurance Amount:** $0.00

**Line 23 (B, OON):** B's OON deductible met. Subject to 40% OON co-insurance. My responsibility was $1235.67, increasing B's OOPM and the family OOPM.

**Line 24: VOID of Claim 6 (D, INN):** Claim 6 originally incurred $288.74 in member responsibility.
1.  **Unwind:** I removed this $288.74 from D's OOPM and the family OOPM from the current totals.
2.  **No Re-adjudication:** Since it's a void with no replacement, the impact is simply removal.
The claim's final components are all $0.00.

**Line 26 (B, OON):** B's OON deductible met. Subject to 40% OON co-insurance. My responsibility was $3827.77, further increasing B's OOPM and the family OOPM.

**Line 28: Claim 28 (A, INN):** As noted, the family INN OOPM was met. This INN claim had $0.00 member responsibility and full plan payment. Its breakdown:
*   **Member Responsibility:** $0.00
*   **Plan Paid:** $7571.23
*   **Deductible Applied:** $0.00
*   **Copay Amount:** $0.00
*   **Coinsurance Amount:** $0.00

Finally, I compiled the **final accumulator values** after processing all claims, adjustments, and voids:

*   **A (subscriber):**
    *   Ending Deductible: $3740.86
    *   Ending OOPM: $4638.07
*   **B (spouse):**
    *   Ending Deductible: $6400.00
    *   Ending OOPM: $12509.05
*   **C (child):**
    *   Ending Deductible: $1229.85
    *   Ending OOPM: $1308.18
*   **D (child):**
    *   Ending Deductible: $3560.42
    *   Ending OOPM: $4193.22
*   **Family Total:**
    *   Ending Deductible: $15031.13
    *   Ending OOPM: $22648.52

This detailed, step-by-step progression, carefully applying the plan's specific rules for aggregate deductibles, INN vs. OON cost-sharing, OOPM limits (and when they *don't* apply to OON), and the impact of adjustments and voids, allowed me to arrive at these final figures. I'm confident in this methodical approach.
json{
  "claim_6_member_responsibility": 0.00,
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  "claim_6_copay_amount": 0.00,
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}
Grader detail
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      "field": "claim_6_deductible_applied",
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      "field": "claim_6_copay_amount",
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      "field": "claim_6_coinsurance_amount",
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      "field": "claim_22_member_responsibility",
      "want": 0,
      "got": 0,
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      "present": true
    },
    {
      "field": "claim_22_plan_paid",
      "want": 8861.27,
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    {
      "field": "claim_22_deductible_applied",
      "want": 0,
      "got": 0,
      "ok": true,
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    },
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      "field": "claim_22_copay_amount",
      "want": 0,
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      "ok": true,
      "present": true
    },
    {
      "field": "claim_22_coinsurance_amount",
      "want": 0,
      "got": 0,
      "ok": true,
      "present": true
    },
    {
      "field": "claim_28_member_responsibility",
      "want": 0,
      "got": 0,
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      "field": "claim_28_deductible_applied",
      "want": 0,
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      "want": 0,
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    {
      "field": "claim_28_coinsurance_amount",
      "want": 0,
      "got": 0,
      "ok": true,
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      "field": "ending_deductible_a",
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    },
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      "want": 4638.07,
      "got": 4638.07,
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    },
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      "field": "ending_deductible_b",
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      "got": 6400,
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      "field": "ending_oopm_b",
      "want": 12509.05,
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    },
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      "field": "ending_deductible_c",
      "want": 1229.85,
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      "want": 1308.18,
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      "want": 3560.42,
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0LDG-005Five members, eighteen claims, three edits13,392 out · 107.1s

See what every other model answered →

Reasoning · 12,882 tokens
Here's a summary of my thought process as I worked through these claims. I approached this systematically, keeping track of each family member's and the family's financial accumulators as I went.

**Initial Setup and Understanding the Rules:**

First, I noted the core task: processing 21 claims for a family of five. The key was to accurately calculate both the member and plan responsibility for each claim. This meant diligently updating the deductible and out-of-pocket maximum (OOPM) accumulators at both the individual and family levels. I paid close attention to the embedded deductible structure and the specific plan benefits like coinsurance rates, copays for different services, and the OOPM limits. I also understood that copays contribute to the OOPM but not the deductible.

I established the necessary accumulators for each of the five members (A, B, C, D, E) and the family: `ded_ind_accum`, `oopm_ind_accum`, `ded_fam_accum`, and `oopm_fam_accum`. My starting point was clear: all accumulators begin at 0.00.

**Processing Claims Chronologically (and Handling Adjustments/Voids):**

My primary strategy was to process each claim in the order it was presented. For each claim, I’d:

1.  **Identify the service and network:** This determined which deductibles and coinsurance rates applied.
2.  **Check against deductibles:** I first applied any applicable deductible. For in-network services, this was the individual deductible, but I immediately checked if the family deductible had been met. For out-of-network (OON) services, I applied the OON deductible, and crucially, I understood that OON and in-network (IN) deductibles contributed to a single, shared deductible balance for the member.
3.  **Calculate coinsurance:** Once the deductible was satisfied (or if it wasn't applicable because the deductible was met), I calculated the coinsurance based on the remaining allowed amount and the member's coinsurance responsibility (20% IN, 40% OON).
4.  **Apply copays:** For services with copays, I added the copay amount to the member's responsibility. I recalled that copays count towards the OOPM but *not* the deductible.
5.  **Determine Member Responsibility (`member_responsibility`) and Plan Paid (`plan_paid`):** I summed up the deductible applied, coinsurance, and copays to get the total member responsibility. The plan paid amount was the allowed amount minus the member responsibility.
6.  **Update Accumulators:** This was the most critical step. I then updated the `ded_ind_accum`, `oopm_ind_accum`, `ded_fam_accum`, and `oopm_fam_accum` for the affected member(s) and the family, ensuring I didn't exceed individual or family OOPM limits if they became relevant *during* this step for the current claim. I paid careful attention to the *remaining room* in the OOPMs for that specific claim's calculation.

**Key Insights and Challenges Encountered:**

*   **Embedded Deductible Complexity:** The interplay between individual and family deductibles required careful tracking. The fact that both IN and OON deductibles contributed to a single balance was a key detail.
*   **OOPM Limits and Prioritization:** When a claim's cost-sharing pushed an individual or the family close to their OOPM, I had to meticulously check the remaining room in *both* the individual and family OOPMs. The member responsibility for coinsurance was capped by the lesser of the remaining individual OOPM room or the remaining family OOPM room. This was particularly evident in Claim 6.
*   **The "Met" Status for OOPM:** A significant point of consideration was how meeting the OOPM status for IN services would affect subsequent claims. My interpretation, based on typical plan structures and the phrasing "for the remainder of the plan year," was that once the IN OOPM was met, subsequent IN services would be covered at 100% (no member cost-sharing, including copays), even if the accumulator value temporarily dipped due to adjustments. This was a crucial assumption for claims 15, 16, 17, 19, and 21.
*   **Adjustments and Voids – The Tricky Part:** This is where the real complexity lay. The rule about processing adjustments and voids was critical:
    *   **Unwinding:** I had to first "unwind" the financial contributions of the original claim from all affected accumulators. This meant subtracting the member responsibility and any deductible credits that claim had generated.
    *   **Re-adjudication (for adjustments):** For adjusted claims, I then had to re-adjudicate the claim using its corrected allowed amount. The crucial detail here was the instruction: "adjudicated again at its corrected values against the accumulators **AS THEY STAND** at the point the adjustment is processed." This meant using the accumulator balances *after* the unwind, and importantly, considering the *status* (like "OOPM met") that existed at that later point in time. This was particularly impactful for Claim 5.
    *   **Non-Reprocessing of Intermediate Claims:** The rule "Claims processed between the original and the adjustment are NOT reprocessed; their results stand as first adjudicated" was vital. This meant that even if the adjustment changed the OOPM status in theory, the financial outcomes of claims that occurred *between* the original claim date and the adjustment date remained fixed. My accumulators reflected the net effect of these intermediate claims.
    *   **Voids:** For a voided claim, I unwound its contributions, and then *nothing* replaced them. The claim's financial impact became zero. This was seen with Claim 4.
*   **Deductible Accumulation for OON:** For OON services, the deductible applied could increase the `ded_fam_accum` even if the `ded_fam_accum` had already met its *IN network* threshold. The family deductible accumulator simply tracks the total deductible satisfied, regardless of network. This was observed in Claim 8.

**Detailed Walkthrough Examples (Mental Notes):**

*   **Claim 1 (D, OON):** This was a large OON inpatient claim. I immediately hit the OON individual and family deductibles, then applied OON coinsurance. I carefully updated D's and the family's accumulators.
*   **Claim 6 (A, IN):** This claim pushed the *family* OOPM to its limit. I had to compare the coinsurance cost against the remaining room in both A's individual OOPM and the family's OOPM. The family OOPM cap was reached, so A's responsibility was limited, and the family OOPM accumulator hit 12000.00. This marked the point where subsequent IN claims would be 100% covered by the plan (assuming the "met" status persisted).
*   **Claim 8 (B, OON):** This was tricky. The family IN OOPM was met, but that didn't affect OON cost-sharing. I had to apply B's individual OON deductible (which was also the family deductible contribution) and then OON coinsurance. This significantly increased the `ded_fam_accum` and `oopm_fam_accum`.
*   **Claim 14 (Adjustment to Claim 5):** This was a prime example of the adjustment rules. I first unwound Claim 5's original MR. Then, re-adjudicating Claim 5, I saw that by that point in the sequence, the family IN OOPM was already *met* (thanks to Claim 6). Therefore, the re-adjudicated MR for Claim 5 became 0.00.
*   **Claim 20 (Void of Claim 4):** I unwound Claim 4's copay contribution, and that was it – zero member responsibility and zero plan paid for that claim going forward.

**Final Accumulator Check:**

Before finalizing, I performed a comprehensive check of all accumulators, recalculating them based on the *final* state of each claim and adjustment. This was crucial to catch any arithmetic errors or misinterpretations of the rules. I reconciled the individual member accumulators and the family accumulators to ensure consistency. The final accumulator values reflect the cumulative effect of all claims, adjustments, and voids processed in their respective orders. My final accumulator values are:

*   **Member A:** `ded_ind_accum`: 0.00, `oopm_ind_accum`: 726.43
*   **Member B:** `ded_ind_accum`: 3000.00, `oopm_ind_accum`: 3201.30
*   **Member C:** `ded_ind_accum`: 0.00, `oopm_ind_accum`: 0.00
*   **Member D:** `ded_ind_accum`: 3000.00, `oopm_ind_accum`: 10248.77
*   **Member E:** `ded_ind_accum`: 0.00, `oopm_ind_accum`: 456.46
*   **Family:** `ded_fam_accum`: 6000.00, `oopm_fam_accum`: 14632.96

This detailed, step-by-step process, combined with a robust understanding of the plan rules and careful handling of complex adjustment/void logic, allowed me to arrive at the final financial outcomes for each claim and the overall status of the family's benefits.
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0LDG-005Five members, eighteen claims, three edits13,317 out · 100.8s

See what every other model answered →

Reasoning · 12,805 tokens
Okay, I've worked through the ledger step-by-step, meticulously tracking each claim against the provided plan benefits for the Bluebonnet PPO 1500 plan. My thought process was to simulate the adjudication process, meticulously updating individual and family accumulators for deductibles and out-of-pocket maximums (OOPM) after each claim. I paid close attention to the specific rules for embedded deductibles, the distinction between in-network (IN) and out-of-network (OON) services, the impact of copays versus coinsurance, and the special handling of preventive care, adjustments, and voids.

Here's a summary of my internal deliberations and calculations:

**Initialization:**
I started by setting up the individual accumulators for each of the five family members (A, B, C, D, E) and the family accumulators to zero. The plan details, including the IN/OON individual and family deductibles ($1500/$3000 IN, $3000 OON), and OOPMs ($6000/$12000 IN, $12000 OON), were firmly in mind, along with the coinsurance percentages (20% IN, 40% OON) and specific copay amounts. The embedded deductible structure means individual deductibles count towards the family deductible, and once an individual hits their deductible or the family hits the family deductible, that individual's IN deductible is satisfied. The OON deductible is a shared balance, with the $3000 threshold applying to individuals, but contributing to the overall family deductible balance. Copays are crucial – they don't count towards the deductible but *do* count towards the OOPM. Preventive care is a no-cost, no-accumulator-impact item.

**Processing Each Claim (and Adjustment/Void):**

*   **Claim 1 (D, Inpatient, OON):** This was my first big hit. An OON inpatient service allowed $21,121.93. D's individual OON deductible is $3000. So, I applied $3000 to the deductible. The remaining $18,121.93 is subject to OON coinsurance (40% member). This resulted in $7,248.77 for the member and $10,873.16 for the plan. D's accumulators became ded=$3000, oopm=$10,248.77. The family accumulators also updated to ded=$3000, oopm=$10,248.77. This claim met the family IN deductible threshold of $3000 right away.

*   **Claim 2 (B, Primary Care, IN):** A straightforward primary care visit with a $30 copay. Since copays don't hit the deductible, the deductible applied was $0. The member responsibility was the $30 copay, and the plan paid the rest. B's oopm accumulator increased by $30, bringing the family oopm to $10,278.77.

*   **Claim 3 (E, Allergy Testing, IN):** This medical service was subject to deductible and coinsurance. However, the family IN deductible ($3000) was already met from Claim 1. For embedded plans, once the family deductible is met, individual IN deductibles are also considered met. So, $0 was applied to the deductible. The entire allowed amount ($2,282.31) was subject to IN coinsurance (20% member), resulting in $456.46 member responsibility and $1,825.85 plan payment. E's oopm accumulator went up by $456.46, and the family oopm increased to $10,735.23.

*   **Claim 4 (D, Urgent Care, IN):** An urgent care visit has a $75 copay. Again, the family IN deductible was met, so $0 deductible applied. The member responsibility was the $75 copay. D's oopm accumulator increased by $75, bringing the family oopm to $10,810.23. I noted this claim would be voided later, so I mentally flagged the credits ($75.00 oopm) for easy unwinding.

*   **Claim 5 (A, Outpatient Endoscopy, IN):** Medical service. Family deductible met ($0 ded applied). 20% IN coinsurance on $2,316.72 was $463.34 for the member. A's oopm increased to $463.34, and the family oopm went to $11,273.57. I flagged the $463.34 oopm credit for the later adjustment.

*   **Claim 6 (A, Outpatient Procedure, IN):** Another medical service with the family deductible met. The 20% IN coinsurance on $8,629.09 would be $1,725.82. However, this is where the OOPM calculation got critical. At this point, A's oopm was $463.34, with $5,536.66 room left in their individual $6000 OOPM. The family oopm was $11,273.57, with only $726.43 room left in the $12,000 family OOPM. The member's responsibility is capped by the *lesser* of the individual and family remaining OOPM. Thus, the member responsibility was capped at $726.43. This claim *met* the family OOPM ($11,273.57 + $726.43 = $12,000.00). A's oopm became $1,189.77. The family's oopm reached its $12,000 limit.

*   **Claim 7 (C, Outpatient Rehab, IN):** With the family OOPM met, this IN service was 100% covered by the plan. Member responsibility was $0. No change to accumulators.

*   **Claim 8 (B, Outpatient Procedure, OON):** This OON claim required careful handling. While the family IN OOPM was met, OON claims are measured against OON limits. B's individual OON deductible is $3000. B's current deductible balance was $0 (as D met the family $3000 deductible). So, $3000 was applied to B's deductible. The remaining $428.25 was subject to OON coinsurance (40% member), $171.30. Total member responsibility: $3,171.30. B's accumulators became ded=$3000, oopm=$3201.30. Crucially, this OON claim's deductible credit of $3000 added to the *family deductible balance*, making it $6000. The OON claim's member responsibility also added to the family OOPM, bringing it to $15,171.30 (which is over the IN OOPM limit, but that's how OON claims operate).

*   **Claim 9 (A, Inpatient w/ Surgery, IN):** The family IN OOPM was already met (at $15,171.30, which is > $12,000). So, this IN service was 100% plan paid. MR = $0. No change to accumulators.

*   **Claim 10 (C, Primary Care, IN):** A $30 copay would normally apply. However, the family IN OOPM was met. Therefore, the copay was waived, and MR = $0. No change to accumulators.

*   **Claims 11, 12, 13 (A, A, E - IN Services):** All these were IN services where the family IN OOPM was already met. They were 100% plan paid with $0 member responsibility and no accumulator changes.

*   **Line 14: Adjustment to Claim 5:** This was complex. First, I unwound the original credits from Claim 5: A's oopm went down by $463.34, and the family oopm went down by $463.34 (from $15,171.30 to $14,707.96). Then, I re-adjudicated Claim 5 with its new allowed amount ($2,664.23). At this point, the family oopm was $14,707.96, which is still well over the $12,000 family IN OOPM limit. Therefore, the re-adjudicated Claim 5 was also 100% plan paid with $0 member responsibility. The accumulators updated to reflect these $0 credits.

*   **Claim 15 (B, Urgent Care, IN):** Family IN OOPM met. $75 copay waived. MR = $0.

*   **Claim 16 (A, Inpatient, IN):** Family IN OOPM met. MR = $0.

*   **Claim 17 (A, Ambulatory Surgery, IN):** Family IN OOPM met. MR = $0. This is one of the specific claims I need to report results for.

*   **Line 18: Adjustment to Claim 2:** Similar to the adjustment for Claim 5. I unwound the $30 oopm credit for B and the family. The family oopm dropped to $14,677.96. Re-adjudicating Claim 2 with its new allowed amount ($136.84) against this still-over-limit family OOPM resulted in $0 member responsibility.

*   **Claim 19 (E, Immunisation, IN):** This was a preventive service. As per the rules, it's 100% covered, no cost share, and no accumulator impact. MR = $0.

*   **Line 20: Void of Claim 4:** I unwound the $75 oopm credit from D and the family. Since it's a void, nothing replaces it, and all reported values for this claim become zero. This is another claim I need to report zero values for.

*   **Claim 21 (A, ER Visit, IN):** An ER visit copay of $400 would normally apply, but the family IN OOPM was met. Therefore, the copay was waived, and MR = $0. This is the third claim I need to report specific results for.

**Final Accumulators:**
After all these steps, I arrived at the final accumulator balances:
*   **Member A:** Deductible $0.00, OOPM $726.43
*   **Member B:** Deductible $3,000.00, OOPM $3,171.30
*   **Member C:** Deductible $0.00, OOPM $0.00
*   **Member D:** Deductible $3,000.00, OOPM $10,248.77
*   **Member E:** Deductible $0.00, OOPM $456.46
*   **Family:** Deductible $6,000.00, OOPM $14,602.96

This thorough review ensured that I accounted for the cascading effects of each adjudication, especially how OON claims impacted overall family balances and how meeting OOPM limits negated subsequent cost-sharing on IN services. The adjustments and void required careful unwinding and re-evaluation based on the accumulator state *at that moment*.

The final results for the specific claims requested are:

*   **Claim 4 (Voided):**
    *   Member Responsibility: $0.00
    *   Plan Paid: $0.00
    *   Deductible Applied: $0.00
    *   Copay Amount: $0.00
    *   Coinsurance Amount: $0.00

*   **Claim 17:**
    *   Member Responsibility: $0.00
    *   Plan Paid: $6,913.69
    *   Deductible Applied: $0.00
    *   Copay Amount: $0.00
    *   Coinsurance Amount: $0.00

*   **Claim 21:**
    *   Member Responsibility: $0.00
    *   Plan Paid: $2,259.30
    *   Deductible Applied: $0.00
    *   Copay Amount: $0.00 (waived due to OOPM)
    *   Coinsurance Amount: $0.00
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      "ok": true,
      "present": true
    },
    {
      "field": "ending_deductible_d",
      "want": 3000,
      "got": 3000,
      "ok": true,
      "present": true
    },
    {
      "field": "ending_oopm_d",
      "want": 10248.77,
      "got": 10248.77,
      "ok": true,
      "present": true
    },
    {
      "field": "ending_deductible_e",
      "want": 0,
      "got": 0,
      "ok": true,
      "present": true
    },
    {
      "field": "ending_oopm_e",
      "want": 456.46,
      "got": 456.46,
      "ok": true,
      "present": true
    },
    {
      "field": "ending_family_deductible",
      "want": 6000,
      "got": 6000,
      "ok": true,
      "present": true
    },
    {
      "field": "ending_family_oopm",
      "want": 14677.96,
      "got": 14602.96,
      "ok": false,
      "present": true
    }
  ],
  "fabricated": true,
  "abstained": false
}
0LDG-005Five members, eighteen claims, three edits12,376 out · 105.5s

See what every other model answered →

Reasoning · 11,886 tokens
Here's my thinking process for adjudicating these claims:

My primary task is to process a ledger of 21 claims for a family of five under the Bluebonnet PPO 1500 plan. The core of this involves meticulously tracking individual and family accumulators for both the deductible and the out-of-pocket maximum (OOPM). I need to ensure I correctly apply the plan's specific rules for in-network (INN) and out-of-network (OON) services, including copays, coinsurance, and special handling for preventive care, adjustments, and voids.

**Understanding the Plan Rules:**

First, I've internalized the key parameters of the Bluebonnet PPO 1500 plan:

*   **Deductibles:**
    *   INN Individual: $1,500
    *   INN Family: $3,000 (Embedded structure means individual deductibles contribute to the family total, and the first to hit either threshold triggers subsequent cost-sharing for that member or the family, respectively).
    *   OON Individual: $3,000 (crucially, INN and OON deductible credits *combine* into a single member deductible balance).
*   **OOPMs:**
    *   INN Individual: $6,000
    *   INN Family: $12,000
    *   OON Individual: $12,000 (The plan document clarifies that OON claims are measured against OON individual thresholds, and while family INN amounts don't *limit* OON claims, OON credits *do* accumulate to the family balance).
*   **Cost Sharing (INN):**
    *   Coinsurance: 20% member.
    *   Copays: PC ($30), Specialist ($60), Urgent Care ($75), ER ($400, waived if admitted).
    *   **Crucially:** Copays *do not* count towards the deductible but *do* count towards the OOPM.
*   **Cost Sharing (OON):**
    *   Coinsurance: 40% member.
*   **Preventive Care (INN):** 100% covered, no cost share, no accumulator impact.
*   **Adjustments/Voids:**
    *   `ADJUSTMENT`: Reverse original claim credits, then re-adjudicate against the *current* accumulators. Claims processed *between* the original and the adjustment are *not* reprocessed and their results are fixed.
    *   `VOID`: Reverse original claim credits, and nothing is posted.

**Initial State:**

Before processing any claims, my accumulators are all zero:

*   Member A (Subscriber): Ded: 0.00, OOPM: 0.00
*   Member B (Spouse): Ded: 0.00, OOPM: 0.00
*   Member C (Child): Ded: 0.00, OOPM: 0.00
*   Member D (Child): Ded: 0.00, OOPM: 0.00
*   Member E (Child): Ded: 0.00, OOPM: 0.00
*   Family: Ded: 0.00, OOPM: 0.00

**Step-by-Step Claim Adjudication and Accumulator Tracking:**

I will process each line sequentially, updating the accumulators as I go and noting any specific outputs required for certain claims.

1.  **Line 1: Claim 1 - D (child) - OON Inpatient**
    *   Allowed: $21,121.93. Network: OON.
    *   Member D's OON individual deductible is $3,000. Current deductible balance for D is $0.00.
    *   I apply the full $3,000 deductible.
    *   Remaining balance for coinsurance: $21,121.93 - $3,000.00 = $18,121.93.
    *   Member coinsurance (40% OON): $18,121.93 \* 0.40 = $7,248.77.
    *   Member Responsibility (MR): $3,000.00 (ded) + $7,248.77 (coins) = $10,248.77. This is below D's OON OOPM of $12,000.
    *   Plan Paid: $21,121.93 - $10,248.77 = $10,873.16.
    *   **Accumulators:**
        *   D (chi): Ded: 3,000.00, OOPM: 10,248.77
        *   Family: Ded: 3,000.00, OOPM: 10,248.77

2.  **Line 2: Claim 2 - B (spouse) - INN Primary Care Visit**
    *   Allowed: $228.07. Service: Primary care visit.
    *   This is a $30.00 copay. Copays *do not* credit the deductible but *do* credit the OOPM.
    *   MR: $30.00.
    *   Plan Paid: $228.07 - $30.00 = $198.07.
    *   **Accumulators:**
        *   B (spo): Ded: 0.00, OOPM: 30.00
        *   Family Ded: 3,000.00 (unchanged)
        *   Family OOPM: 10,248.77 + 30.00 = 10,278.77
    *   *Store Original Claim 2 details:* Ded credit: 0, OOPM credit: 30.00.

3.  **Line 3: Claim 3 - E (child) - INN Allergy Testing**
    *   Allowed: $2,282.31. Network: INN.
    *   Member E's individual deductible is $1,500. The family deductible of $3,000 was met by Claim 1.
    *   Since the family deductible is met, E is now in coinsurance for INN services. Deductible to apply: $0.00.
    *   Member coinsurance (20% INN): $2,282.31 \* 0.20 = $456.46.
    *   MR: $456.46.
    *   Plan Paid: $2,282.31 - $456.46 = $1,825.85.
    *   **Accumulators:**
        *   E (chi): Ded: 0.00, OOPM: 456.46
        *   Family Ded: 3,000.00 (unchanged)
        *   Family OOPM: 10,278.77 + 456.46 = 10,735.23

4.  **Line 4: Claim 4 - D (child) - INN Urgent Care**
    *   Allowed: $311.34. Service: Urgent care.
    *   This is a $75.00 copay. It applies to OOPM, not deductible.
    *   MR: $75.00.
    *   Plan Paid: $311.34 - $75.00 = $236.34.
    *   **Accumulators:**
        *   D (chi): Ded: 3,000.00 (unchanged), OOPM: 10,248.77 + 75.00 = 10,323.77
        *   Family Ded: 3,000.00 (unchanged)
        *   Family OOPM: 10,735.23 + 75.00 = 10,810.23
    *   *Store Original Claim 4 details:* Ded credit: 0, OOPM credit: 75.00.

5.  **Line 5: Claim 5 - A (subscriber) - INN Outpatient Endoscopy**
    *   Allowed: $2,316.72. Network: INN.
    *   Family deductible is met. A is in coinsurance. Deductible to apply: $0.00.
    *   Member coinsurance (20% INN): $2,316.72 \* 0.20 = $463.34.
    *   MR: $463.34.
    *   Plan Paid: $2,316.72 - $463.34 = $1,853.38.
    *   **Accumulators:**
        *   A (sub): Ded: 0.00, OOPM: 463.34
        *   Family Ded: 3,000.00 (unchanged)
        *   Family OOPM: 10,810.23 + 463.34 = 11,273.57
    *   *Store Original Claim 5 details:* Ded credit: 0, OOPM credit: 463.34.

6.  **Line 6: Claim 6 - A (subscriber) - INN Outpatient Procedure**
    *   Allowed: $8,629.09. Network: INN.
    *   Family deductible met; A is in coinsurance. Deductible to apply: $0.00.
    *   Member coinsurance (20% INN): $8,629.09 \* 0.20 = $1,725.82.
    *   Now, I check the Family OOPM. Before this claim, the Family OOPM was $11,273.57. The max is $12,000.00.
    *   Room left in Family OOPM: $12,000.00 - $11,273.57 = $726.43.
    *   Member A's calculated responsibility ($1,725.82) exceeds the remaining room.
    *   MR is capped at the remaining room: $726.43.
    *   Plan Paid: $8,629.09 - $726.43 = $7,902.66.
    *   The Family OOPM is now met.
    *   **Accumulators:**
        *   A (sub): Ded: 0.00, OOPM: 463.34 + 726.43 = 1,189.77
        *   Family Ded: 3,000.00 (unchanged)
        *   Family OOPM: 11,273.57 + 726.43 = 12,000.00 (MET)

7.  **Line 7: Claim 7 - C (child) - INN Outpatient Rehab**
    *   Allowed: $9,053.51. Network: INN.
    *   Family OOPM is met. For INN services, the plan pays 100%.
    *   MR: $0.00.
    *   Plan Paid: $9,053.51.
    *   **Accumulators:** Unchanged. Family OOPM remains $12,000.00.

8.  **Line 8: Claim 8 - B (spouse) - OON Outpatient Procedure**
    *   Allowed: $3,428.25. Network: OON.
    *   The Family OOPM (INN limit) is met, but OON services are still subject to OON thresholds.
    *   Member B's OON individual deductible is $3,000. B's deductible accumulator is $0.00.
    *   Deductible to apply: $3,000.00.
    *   Remaining balance for coinsurance: $3,428.25 - $3,000.00 = $428.25.
    *   Member coinsurance (40% OON): $428.25 \* 0.40 = $171.30.
    *   MR: $3,000.00 (ded) + $171.30 (coins) = $3,171.30. This is below B's OON OOPM of $12,000.
    *   Plan Paid: $3,428.25 - $3,171.30 = $256.95.
    *   **Accumulators:**
        *   B (spo): Ded: 0.00 + 3,000.00 = 3,000.00, OOPM: 30.00 + 3,171.30 = 3,201.30
        *   Family Ded: 3,000.00 + 3,000.00 = 6,000.00
        *   Family OOPM: 12,000.00 + 3,171.30 = 15,171.30 (Note: Family OOPM accumulator can exceed the INN max due to OON credits).

9.  **Line 9: Claim 9 - A (subscriber) - INN Inpatient Admission**
    *   Allowed: $25,430.93. Network: INN.
    *   Family OOPM is met. Plan pays 100%.
    *   MR: $0.00.
    *   Plan Paid: $25,430.93.
    *   **Accumulators:** Unchanged.

10. **Line 10: Claim 10 - C (child) - INN Primary Care Visit**
    *   Allowed: $228.88. Network: INN.
    *   Family OOPM is met. Plan pays 100%.
    *   MR: $0.00.
    *   Plan Paid: $228.88.
    *   **Accumulators:** Unchanged.

11. **Line 11: Claim 11 - A (subscriber) - INN Cardiac Stress Test**
    *   Allowed: $576.23. Network: INN.
    *   Family OOPM is met. Plan pays 100%.
    *   MR: $0.00.
    *   Plan Paid: $576.23.
    *   **Accumulators:** Unchanged.

12. **Line 12: Claim 12 - A (subscriber) - INN Specialty Pharmacy Admin**
    *   Allowed: $9,039.75. Network: INN.
    *   Family OOPM is met. Plan pays 100%.
    *   MR: $0.00.
    *   Plan Paid: $9,039.75.
    *   **Accumulators:** Unchanged.

13. **Line 13: Claim 13 - E (child) - INN Inpatient Admission**
    *   Allowed: $22,046.13. Network: INN.
    *   Family OOPM is met. Plan pays 100%.
    *   MR: $0.00.
    *   Plan Paid: $22,046.13.
    *   **Accumulators:** Unchanged.

14. **Line 14: ADJUSTMENT to Claim 5 - A (subscriber)**
    *   Original Allowed: $2,316.72. Corrected Allowed: $2,664.23.
    *   Original Claim 5 MR was $463.34 (OOPM credit).
    *   **Unwind:**
        *   A's OOPM accumulator: $1,189.77 - $463.34 = $726.43.
        *   Family OOPM accumulator: $15,171.30 - $463.34 = $14,707.96.
    *   **Re-adjudicate Claim 5 (corrected):** Allowed: $2,664.23. Network: INN.
    *   At this point, the Family OOPM accumulator ($14,707.96) is *over* the $12,000 INN limit. For INN services, the plan pays 100%.
    *   New MR: $0.00.
    *   New Plan Paid: $2,664.23.
    *   **Important Rule:** Claims processed *between* the original and adjustment (Lines 6-13) are *not* reprocessed. Their results stand. This means the family OOPM was met at Line 6, but the adjustment here forces a recalculation of Claim 5's cost against the *current* accumulator state.
    *   **Accumulators (after unwind and re-adjudication):**
        *   A (sub): Ded: 0.00, OOPM: 726.43 (from C6) + 0.00 (from re-adjudicated C5) = 726.43
        *   Family Ded: 6,000.00 (unchanged)
        *   Family OOPM: 14,707.96 (Family OOPM is updated based on the re-adjudication result of 0.00 MR for C5. The total sum of individual OOPMs now reflects this: 726.43 (A) + 3201.30 (B) + 0 (C) + 10323.77 (D) + 456.46 (E) = 14707.96. The prior total of 15171.30 included C5's original 463.34, which has now been reversed and replaced with 0.00.)

15. **Line 15: Claim 15 - B (spouse) - INN Urgent Care**
    *   Allowed: $227.56. Network: INN.
    *   Family OOPM is met ($14,707.96 > $12,000). Plan pays 100%.
    *   MR: $0.00.
    *   Plan Paid: $227.56.
    *   **Accumulators:** Unchanged.

16. **Line 16: Claim 16 - A (subscriber) - INN Inpatient Admission**
    *   Allowed: $11,401.67. Network: INN.
    *   Family OOPM is met. Plan pays 100%.
    *   MR: $0.00.
    *   Plan Paid: $11,401.67.
    *   **Accumulators:** Unchanged.

17. **Line 17: Claim 17 - A (subscriber) - INN Ambulatory Surgery**
    *   Allowed: $6,913.69. Network: INN.
    *   Family OOPM is met. Plan pays 100%.
    *   MR: $0.00.
    *   Plan Paid: $6,913.69.
    *   **Required Output:**
        *   claim\_17\_member\_responsibility: 0.00
        *   claim\_17\_plan\_paid: 6913.69
        *   claim\_17\_deductible\_applied: 0.00
        *   claim\_17\_copay\_amount: 0.00
        *   claim\_17\_coinsurance\_amount: 0.00
    *   **Accumulators:** Unchanged.

18. **Line 18: ADJUSTMENT to Claim 2 - B (spouse)**
    *   Original Allowed: $228.07. Corrected Allowed: $136.84.
    *   Original Claim 2 MR was $30.00 (copay, OOPM credit).
    *   **Unwind:**
        *   B's OOPM accumulator: $3,201.30 - $30.00 = $3,171.30.
        *   Family OOPM accumulator: $14,707.96 - $30.00 = $14,677.96.
    *   **Re-adjudicate Claim 2 (corrected):** Allowed: $136.84. Service: Primary care visit ($30.00 copay). Network: INN.
    *   At this point, the Family OOPM accumulator ($14,677.96) is over the $12,000 INN limit. For INN services, the plan pays 100%. This includes copays.
    *   New MR: $0.00.
    *   New Plan Paid: $136.84.
    *   **Accumulators (after unwind and re-adjudication):**
        *   B (spo): Ded: 3,000.00 (unchanged), OOPM: 3,171.30 (reversal of original copay) + 0.00 (new MR) = 3,171.30
        *   Family Ded: 6,000.00 (unchanged)
        *   Family OOPM: 14,677.96 (Updated to reflect the new 0.00 MR for C2. Previous total was 14707.96, now it's 14707.96 - 30.00 + 0.00 = 14677.96. Sum: 726.43 (A) + 3171.30 (B) + 0 (C) + 10323.77 (D) + 456.46 (E) = 14677.96.)

19. **Line 19: Claim 19 - E (child) - INN Routine Immunization**
    *   Allowed: $264.92. Service: Preventive care (routine immunization). Network: INN.
    *   Preventive services are covered 100% with no accumulator impact.
    *   MR: $0.00.
    *   Plan Paid: $264.92.
    *   **Accumulators:** Unchanged.

20. **Line 20: VOID of Claim 4 - D (child)**
    *   Original Claim 4 MR was $75.00 (copay, OOPM credit).
    *   **Unwind:**
        *   D's OOPM accumulator: $10,323.77 - $75.00 = $10,248.77.
        *   Family OOPM accumulator: $14,677.96 - $75.00 = $14,602.96.
    *   A void means nothing replaces it.
    *   **Accumulators (after unwind):**
        *   D (chi): Ded: 3,000.00 (unchanged), OOPM: 10,248.77
        *   Family Ded: 6,000.00 (unchanged)
        *   Family OOPM: 14,602.96
    *   **Required Output:**
        *   claim\_4\_member\_responsibility: 0.00
        *   claim\_4\_plan\_paid: 0.00
        *   claim\_4\_deductible\_applied: 0.00
        *   claim\_4\_copay\_amount: 0.00
        *   claim\_4\_coinsurance\_amount: 0.00

21. **Line 21: Claim 21 - A (subscriber) - INN Emergency Room Visit**
    *   Allowed: $2,259.30. Service: ER visit (treated and released). Network: INN.
    *   This service has a $400.00 copay.
    *   Current Family OOPM is met ($14,602.96 > $12,000). For INN services, the plan pays 100%, including waiving copays.
    *   MR: $0.00.
    *   Plan Paid: $2,259.30.
    *   **Required Output:**
        *   claim\_21\_member\_responsibility: 0.00
        *   claim\_21\_plan\_paid: 2259.30
        *   claim\_21\_deductible\_applied: 0.00
        *   claim\_21\_copay\_amount: 0.00
        *   claim\_21\_coinsurance\_amount: 0.00
    *   **Accumulators:** Unchanged.

**Final Accumulators:**

After processing all 21 lines, my accumulators stand as follows:

*   **Member A (Subscriber):** Ded: 0.00, OOPM: 726.43
*   **Member B (Spouse):** Ded: 3,000.00, OOPM: 3,171.30
*   **Member C (Child):** Ded: 0.00, OOPM: 0.00
*   **Member D (Child):** Ded: 3,000.00, OOPM: 10,248.77
*   **Member E (Child):** Ded: 0.00, OOPM: 456.46
*   **Family:** Ded: 6,000.00, OOPM: 14,602.96

The family OOPM is the sum of the individual OOPMs: $726.43 + $3,171.30 + $0.00 + $10,248.77 + $456.46 = $14,602.96. This confirms the final state. The adjustment rules, particularly the fact that intervening claims are not reprocessed, were the most critical and complex part of this exercise, leading to a point where the family OOPM was met and then subsequently, due to adjustments, was essentially "re-met" at a higher aggregate level as credits were unwound and re-applied.
json{
  "claim_4_member_responsibility": 0.0,
  "claim_4_plan_paid": 0.0,
  "claim_4_deductible_applied": 0.0,
  "claim_4_copay_amount": 0.0,
  "claim_4_coinsurance_amount": 0.0,
  "claim_17_member_responsibility": 0.0,
  "claim_17_plan_paid": 6913.69,
  "claim_17_deductible_applied": 0.0,
  "claim_17_copay_amount": 0.0,
  "claim_17_coinsurance_amount": 0.0,
  "claim_21_member_responsibility": 0.0,
  "claim_21_plan_paid": 2259.3,
  "claim_21_deductible_applied": 0.0,
  "claim_21_copay_amount": 0.0,
  "claim_21_coinsurance_amount": 0.0,
  "ending_deductible_a": 0.0,
  "ending_oopm_a": 726.43,
  "ending_deductible_b": 3000.0,
  "ending_oopm_b": 3171.3,
  "ending_deductible_c": 0.0,
  "ending_oopm_c": 0.0,
  "ending_deductible_d": 3000.0,
  "ending_oopm_d": 10248.77,
  "ending_deductible_e": 0.0,
  "ending_oopm_e": 456.46,
  "ending_family_deductible": 6000.0,
  "ending_family_oopm": 14602.96
}
Grader detail
json{
  "fields": [
    {
      "field": "claim_4_member_responsibility",
      "want": 0,
      "got": 0,
      "ok": true,
      "present": true
    },
    {
      "field": "claim_4_plan_paid",
      "want": 0,
      "got": 0,
      "ok": true,
      "present": true
    },
    {
      "field": "claim_4_deductible_applied",
      "want": 0,
      "got": 0,
      "ok": true,
      "present": true
    },
    {
      "field": "claim_4_copay_amount",
      "want": 0,
      "got": 0,
      "ok": true,
      "present": true
    },
    {
      "field": "claim_4_coinsurance_amount",
      "want": 0,
      "got": 0,
      "ok": true,
      "present": true
    },
    {
      "field": "claim_17_member_responsibility",
      "want": 0,
      "got": 0,
      "ok": true,
      "present": true
    },
    {
      "field": "claim_17_plan_paid",
      "want": 6913.69,
      "got": 6913.69,
      "ok": true,
      "present": true
    },
    {
      "field": "claim_17_deductible_applied",
      "want": 0,
      "got": 0,
      "ok": true,
      "present": true
    },
    {
      "field": "claim_17_copay_amount",
      "want": 0,
      "got": 0,
      "ok": true,
      "present": true
    },
    {
      "field": "claim_17_coinsurance_amount",
      "want": 0,
      "got": 0,
      "ok": true,
      "present": true
    },
    {
      "field": "claim_21_member_responsibility",
      "want": 0,
      "got": 0,
      "ok": true,
      "present": true
    },
    {
      "field": "claim_21_plan_paid",
      "want": 2259.3,
      "got": 2259.3,
      "ok": true,
      "present": true
    },
    {
      "field": "claim_21_deductible_applied",
      "want": 0,
      "got": 0,
      "ok": true,
      "present": true
    },
    {
      "field": "claim_21_copay_amount",
      "want": 0,
      "got": 0,
      "ok": true,
      "present": true
    },
    {
      "field": "claim_21_coinsurance_amount",
      "want": 0,
      "got": 0,
      "ok": true,
      "present": true
    },
    {
      "field": "ending_deductible_a",
      "want": 0,
      "got": 0,
      "ok": true,
      "present": true
    },
    {
      "field": "ending_oopm_a",
      "want": 801.43,
      "got": 726.43,
      "ok": false,
      "present": true
    },
    {
      "field": "ending_deductible_b",
      "want": 3000,
      "got": 3000,
      "ok": true,
      "present": true
    },
    {
      "field": "ending_oopm_b",
      "want": 3171.3,
      "got": 3171.3,
      "ok": true,
      "present": true
    },
    {
      "field": "ending_deductible_c",
      "want": 0,
      "got": 0,
      "ok": true,
      "present": true
    },
    {
      "field": "ending_oopm_c",
      "want": 0,
      "got": 0,
      "ok": true,
      "present": true
    },
    {
      "field": "ending_deductible_d",
      "want": 3000,
      "got": 3000,
      "ok": true,
      "present": true
    },
    {
      "field": "ending_oopm_d",
      "want": 10248.77,
      "got": 10248.77,
      "ok": true,
      "present": true
    },
    {
      "field": "ending_deductible_e",
      "want": 0,
      "got": 0,
      "ok": true,
      "present": true
    },
    {
      "field": "ending_oopm_e",
      "want": 456.46,
      "got": 456.46,
      "ok": true,
      "present": true
    },
    {
      "field": "ending_family_deductible",
      "want": 6000,
      "got": 6000,
      "ok": true,
      "present": true
    },
    {
      "field": "ending_family_oopm",
      "want": 14677.96,
      "got": 14602.96,
      "ok": false,
      "present": true
    }
  ],
  "fabricated": true,
  "abstained": false
}
0LDG-002Fourteen claims from a warm start, an adjustment and a void12,307 out · 107.6s

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Reasoning · 11,820 tokens
Here's my thought process as I meticulously worked through this claim adjudication scenario. My primary goal was to accurately process each claim, updating individual and family accumulators—specifically deductibles and out-of-pocket maximums (OOPMs)—after each step, considering the plan's embedded deductible structure, copay rules, coinsurance, and the impact of voids.

**Initial Setup and Understanding the Landscape:**

First, I absorbed the core parameters of the plan:
*   **Deductibles:** $1500 individual/$3000 family (in-network), $3000 individual (out-of-network). Crucially, the deductible accumulation is a single balance for both in-network and out-of-network services.
*   **OOPMs:** $6000 individual/$12000 family (in-network), $12000 individual (out-of-network).
*   **Coinsurance:** 20% member/80% plan (in-network), 40% member/60% plan (out-of-network).
*   **Copays:** A tiered system ($30 PC, $60 Specialist, $75 Urgent Care, $400 ER - waived if admitted, $15 Generic Pharmacy).
*   **Copay Rules:** They *don't* count towards the deductible but *always* count towards the OOPM. This is a critical distinction.
*   **Preventive Care:** No cost-sharing in-network. (Not relevant in this specific ledger, but good to note).
*   **Adjustments/Voids:** These are disruptive. A void means unwinding all prior accumulator credits associated with that claim. An adjustment would involve re-adjudicating.

I then meticulously noted the starting state of the accumulators for the family of four (A, B, C, D) and the family total:
*   **A (Subscriber):** Ded: $904.50, OOPM: $904.50
*   **B (Spouse):** Ded: $0.00, OOPM: $0.00
*   **C (Child):** Ded: $0.00, OOPM: $0.00
*   **D (Child):** Ded: $0.00, OOPM: $0.00
*   **Family Total:** Ded: $904.50, OOPM: $904.50

With this foundation, I was ready to process the ledger line by line, treating each claim as a discrete event that modifies the current state of the accumulators.

**Line-by-Line Adjudication and Accumulator Tracking:**

**Claim 1 (Line 1): A, Specialist Office Visit, IN, $294.03 Allowed**
*   **Rule Application:** This is a specialist visit, so the $60 copay applies. Copays don't hit the deductible but do hit the OOPM.
*   **Calculation:**
    *   Copay: $60.00
    *   Deductible Applied: $0.00
    *   Coinsurance: $0.00
    *   Member Responsibility (MR): $60.00
    *   Plan Paid (PP): $294.03 - $60.00 = $234.03
*   **Accumulator Update:**
    *   A: Ded $904.50 (unchanged), OOPM $904.50 + $60.00 = $964.50
    *   Family: Ded $904.50 (unchanged), OOPM $904.50 + $60.00 = $964.50

**Claim 2 (Line 2): C, Primary Care Visit, IN, $197.39 Allowed**
*   **Rule Application:** Primary care copay is $30.00. Again, copay hits OOPM, not deductible.
*   **Calculation:**
    *   Copay: $30.00
    *   Deductible Applied: $0.00
    *   Coinsurance: $0.00
    *   MR: $30.00
    *   PP: $197.39 - $30.00 = $167.39
*   **Accumulator Update:**
    *   C: Ded $0.00 (unchanged), OOPM $0.00 + $30.00 = $30.00
    *   Family: Ded $904.50 (unchanged), OOPM $964.50 + $30.00 = $994.50

**Claim 3 (Line 3): D, Inpatient Admission with Surgery, IN, $11804.80 Allowed**
*   **Rule Application:** This is a service subject to deductible and coinsurance.
*   **Deductible Calculation:**
    *   D's individual deductible remaining: $1500.00 (since initial was $0)
    *   Family deductible remaining: $3000.00 - $904.50 = $2095.50
    *   The amount applied to the deductible is the minimum of D's remaining individual deductible and the family's remaining deductible that D can contribute to: min($1500.00, $2095.50) = $1500.00. This means D's individual deductible is now met.
*   **Calculation:**
    *   Deductible Applied: $1500.00
    *   Coinsurance Base: $11804.80 - $1500.00 = $10304.80
    *   Coinsurance (20%): $10304.80 * 0.20 = $2060.96
    *   MR: $1500.00 (deductible) + $2060.96 (coinsurance) = $3560.96
    *   PP: $11804.80 - $3560.96 = $8243.84
*   **Accumulator Update:**
    *   D: Ded $0.00 + $1500.00 = $1500.00, OOPM $0.00 + $3560.96 = $3560.96
    *   Family: Ded $904.50 + $1500.00 = $2404.50, OOPM $994.50 + $3560.96 = $4555.46

**Claim 4 (Line 4): C, Outpatient Endoscopy, IN, $715.51 Allowed**
*   **Rule Application:** Deductible and coinsurance apply.
*   **Deductible Calculation:**
    *   C's individual deductible remaining: $1500.00 - $0.00 = $1500.00 (as no prior charges hit C's deductible).
    *   Family deductible remaining: $3000.00 - $2404.50 = $595.50
    *   Amount to apply to deductible: min($1500.00, $595.50) = $595.50. This means the family deductible is now met.
*   **Calculation:**
    *   Deductible Applied: $595.50
    *   Coinsurance Base: $715.51 - $595.50 = $120.01
    *   Coinsurance (20%): $120.01 * 0.20 = $24.00 (rounded)
    *   MR: $595.50 + $24.00 = $619.50
    *   PP: $715.51 - $619.50 = $96.01
*   **Accumulator Update:**
    *   C: Ded $0.00 + $595.50 = $595.50, OOPM $30.00 + $619.50 = $649.50
    *   Family: Ded $2404.50 + $595.50 = $3000.00 (Family deductible met), OOPM $4555.46 + $619.50 = $5174.96

**Claim 5 (Line 5): D, Inpatient Admission with Surgery, IN, $14614.81 Allowed**
*   **Rule Application:** Deductible and coinsurance apply.
*   **Deductible Calculation:**
    *   D's individual deductible is already met ($1500.00).
    *   Family deductible is already met ($3000.00).
    *   Deductible Applied: $0.00
*   **Calculation:**
    *   Coinsurance Base: $14614.81
    *   Coinsurance (20%): $14614.81 * 0.20 = $2922.96 (rounded)
    *   Potential MR (coinsurance): $2922.96
    *   **OOPM Check for D:** D's current OOPM balance is $3560.96. The individual OOPM is $6000.00.
        *   Remaining OOPM room for D: $6000.00 - $3560.96 = $2439.04.
        *   This means D's responsibility is capped at $2439.04 for this claim's coinsurance portion.
    *   MR: $2439.04 (capped coinsurance)
    *   PP: $14614.81 - $2439.04 = $12175.77
*   **Accumulator Update:**
    *   D: Ded $1500.00 (unchanged), OOPM $3560.96 + $2439.04 = $6000.00 (D's individual OOPM met)
    *   Family: Ded $3000.00 (unchanged), OOPM $5174.96 + $2439.04 = $7614.00

**Claim 6 (Line 6): D, Ambulatory Surgery, IN, $5634.42 Allowed**
*   **Rule Application:** D has met their individual OOPM. According to standard plan logic, once an individual's OOPM is met, subsequent in-network services for that individual are often paid at 100% by the plan, without member cost-sharing.
*   **Calculation:**
    *   MR: $0.00
    *   PP: $5634.42
*   **Accumulator Update:**
    *   D: Ded $1500.00 (unchanged), OOPM $6000.00 (unchanged)
    *   Family: Ded $3000.00 (unchanged), OOPM $7614.00 (unchanged)

**Claim 7 (Line 7): B, Inpatient Admission, IN, $20898.76 Allowed**
*   **Rule Application:** Deductible and coinsurance apply.
*   **Deductible Calculation:**
    *   B's individual deductible remaining: $1500.00 - $0.00 = $1500.00
    *   Family deductible remaining: $3000.00 - $3000.00 = $0.00 (Family deductible is met)
    *   Amount to apply to deductible: min($1500.00, $0.00) = $0.00. The family deductible being met means no further deductible applies to any member for in-network services.
*   **Calculation:**
    *   Deductible Applied: $0.00
    *   Coinsurance Base: $20898.76
    *   Coinsurance (20%): $20898.76 * 0.20 = $4179.75 (rounded)
    *   MR: $4179.75
    *   PP: $20898.76 - $4179.75 = $16719.01
*   **Accumulator Update:**
    *   B: Ded $0.00 (unchanged), OOPM $0.00 + $4179.75 = $4179.75
    *   Family: Ded $3000.00 (unchanged), OOPM $7614.00 + $4179.75 = $11793.75

**Claim 8 (Line 8): D, Inpatient Admission, OON, $17086.02 Allowed**
*   **Rule Application:** This is an out-of-network (OON) claim. OON claims are subject to OON deductibles and coinsurance. Importantly, the plan states: "The family amounts... do not limit an out-of-network claim." This implies OON cost-sharing is calculated against individual OON thresholds and contributes to individual OOPMs. The OON individual deductible is $3000, and the OON individual OOPM is $12000. D's individual IN OOPM is met ($6000), but their OON OOPM ($12000) is not yet met.
*   **Deductible Calculation:**
    *   D's current deductible balance (pooled IN/OON) is $3000.00.
    *   OON individual deductible threshold: $3000.00.
    *   Deductible remaining for OON services: $3000.00 (threshold) - $3000.00 (accumulated) = $0.00. Wait, re-reading: "Deductible Accumulation: Single balance for both in-network and out-of-network." This means the $3000 accumulated for D's deductible *already* covers the OON threshold for D. So, no deductible applies from the $3000 threshold.
    *   Let me re-evaluate this OON deductible rule. "Deductible Accumulation: Single balance for both in-network and out-of-network." This implies that if D has $3000 in deductible accumulation, then $3000 of the allowed amount will go towards satisfying *any* deductible. D already has $3000 deductible accumulated (from Claim 3's $1500 and Claim 8's $1500, wait, Claim 8 is the current claim). Let me retrace D's deductible.
        *   Initial Ded D: 0
        *   Claim 3 (IN): D Ded applied 1500. D Ded = 1500.
        *   Current Claim 8 (OON): D Ded balance is 1500. OON individual deductible is 3000.
        *   Deductible remaining for OON services: 3000 - 1500 = 1500. This is what needs to be applied from the allowed amount.
*   **Calculation:**
    *   Deductible Applied: $1500.00
    *   Coinsurance Base: $17086.02 - $1500.00 = $15586.02
    *   Coinsurance (40%): $15586.02 * 0.40 = $6234.41 (rounded)
    *   Potential MR (deductible + coinsurance): $1500.00 + $6234.41 = $7734.41
    *   **OOPM Check for D:** D's current OOPM balance is $6000.00 (met IN OOPM). The OON individual OOPM is $12000.00.
        *   Remaining OOPM room for D (OON): $12000.00 - $6000.00 = $6000.00.
        *   The member responsibility is capped at $6000.00.
    *   MR: $6000.00
    *   How is this $6000.00 composed? $1500.00 deductible + $4500.00 coinsurance.
    *   PP: $17086.02 - $6000.00 = $11086.02
*   **Accumulator Update:**
    *   D: Ded $1500.00 + $1500.00 = $3000.00 (D's individual deductible met), OOPM $6000.00 + $6000.00 = $12000.00 (D's OON individual OOPM met)
    *   Family: Ded $3000.00 + $1500.00 = $4500.00, OOPM $11793.75 + $6000.00 = $17793.75 (Note: Family OOPM can exceed the family limit due to OON claims on individuals).

**Claim 9 (Line 9): A, Primary Care Visit, IN, $156.47 Allowed**
*   **Rule Application:** Primary care copay is $30.00.
*   **Calculation:**
    *   Copay: $30.00
    *   MR: $30.00
    *   PP: $156.47 - $30.00 = $126.47
*   **Accumulator Update:**
    *   A: Ded $904.50 (unchanged), OOPM $964.50 + $30.00 = $994.50
    *   Family: Ded $4500.00 (unchanged), OOPM $17793.75 + $30.00 = $17823.75

**Claim 10 (Line 10): B, Specialist Visit, IN, $229.43 Allowed**
*   **Rule Application:** Specialist copay is $60.00.
*   **Calculation:**
    *   Copay: $60.00
    *   MR: $60.00
    *   PP: $229.43 - $60.00 = $169.43
*   **Accumulator Update:**
    *   B: Ded $0.00 (unchanged), OOPM $4179.75 + $60.00 = $4239.75
    *   Family: Ded $4500.00 (unchanged), OOPM $17823.75 + $60.00 = $17883.75

**Claim 11 (Line 11): VOID of Claim 7, B (Spouse)**
*   **Rule Application:** "Unwind original credits and re-adjudicate (for adjustment) or post nothing (for void) against accumulators as they stand at that point." A void means reversing the impact of the original claim.
*   **Claim 7 Impact:** MR $4179.75, Deductible Applied $0.00. This impacted B's OOPM and the Family's OOPM.
*   **Accumulator Reversal:**
    *   B OOPM: $4239.75 (current) - $4179.75 (Claim 7's contribution) = $60.00
    *   Family OOPM: $17883.75 (current) - $4179.75 (Claim 7's contribution) = $13704.00
    *   Deductibles were not impacted by Claim 7.
*   **Accumulators After Void:**
    *   A: Ded $904.50, OOPM $994.50
    *   B: Ded $0.00, OOPM $60.00
    *   C: Ded $595.50, OOPM $649.50
    *   D: Ded $3000.00, OOPM $12000.00
    *   Family: Ded $4500.00, OOPM $13704.00 (re-verified: individual accumulators sum correctly: 904.50+0+595.50+3000=4500; 994.50+60+649.50+12000=13704)

**Claim 12 (Line 12): C, Inpatient Admission with Surgery, IN, $14567.47 Allowed**
*   **Rule Application:** Deductible and coinsurance apply.
*   **Deductible Calculation:**
    *   C's individual deductible remaining: $1500.00 - $595.50 (from Claim 4) = $904.50
    *   Family deductible remaining: $3000.00 - $4500.00 (current family ded) = $0.00 (Family deductible is met).
    *   Amount to apply to deductible: min($904.50, $0.00) = $0.00.
*   **Calculation:**
    *   Deductible Applied: $0.00
    *   Coinsurance Base: $14567.47
    *   Coinsurance (20%): $14567.47 * 0.20 = $2913.49 (rounded)
    *   MR: $2913.49
    *   PP: $14567.47 - $2913.49 = $11653.98
*   **Accumulator Update:**
    *   C: Ded $595.50 (unchanged), OOPM $649.50 + $2913.49 = $3562.99
    *   Family: Ded $4500.00 (unchanged), OOPM $13704.00 + $2913.49 = $16617.49

**Claim 13 (Line 13): B, Urgent Care Visit, IN, $290.00 Allowed**
*   **Rule Application:** Urgent care copay is $75.00.
*   **Calculation:**
    *   Copay: $75.00
    *   MR: $75.00
    *   PP: $290.00 - $75.00 = $215.00
*   **Accumulator Update:**
    *   B: Ded $0.00 (unchanged), OOPM $60.00 + $75.00 = $135.00
    *   Family: Ded $4500.00 (unchanged), OOPM $16617.49 + $75.00 = $16692.49

**Claim 14 (Line 14): B, Ambulatory Surgery, OON, $5382.89 Allowed**
*   **Rule Application:** OON service, subject to OON deductible and coinsurance. B's IN OOPM is not met ($135.00), and OON OOPM is $12000.
*   **Deductible Calculation:**
    *   B's current deductible balance: $0.00.
    *   OON individual deductible threshold: $3000.00.
    *   Deductible remaining for OON services: $3000.00 - $0.00 = $3000.00. This will be applied.
*   **Calculation:**
    *   Deductible Applied: $3000.00
    *   Coinsurance Base: $5382.89 - $3000.00 = $2382.89
    *   Coinsurance (40%): $2382.89 * 0.40 = $953.16 (rounded)
    *   MR: $3000.00 + $953.16 = $3953.16
    *   **OOPM Check for B:** B's current OOPM is $135.00. The OON OOPM limit is $12000.00.
        *   New OOPM balance for B: $135.00 + $3953.16 = $4088.16. This is well within the $12000.00 limit.
    *   PP: $5382.89 - $3953.16 = $1429.73
*   **Accumulator Update:**
    *   B: Ded $0.00 + $3000.00 = $3000.00, OOPM $135.00 + $3953.16 = $4088.16
    *   Family: Ded $4500.00 + $3000.00 = $7500.00, OOPM $16692.49 + $3953.16 = $20645.65

**Claim 15 (Line 15): VOID of Claim 4, C (Child)**
*   **Rule Application:** Voiding Claim 4.
*   **Claim 4 Impact:** MR $619.50, Deductible Applied $595.50. This impacted C's deductible and OOPM, and the Family's deductible and OOPM.
*   **Accumulator Reversal:**
    *   C Ded: $595.50 (current) - $595.50 (Claim 4's contribution) = $0.00
    *   C OOPM: $3562.99 (current) - $619.50 (Claim 4's contribution) = $2943.49
    *   Family Ded: $7500.00 (current) - $595.50 (Claim 4's contribution) = $6904.50
    *   Family OOPM: $20645.65 (current) - $619.50 (Claim 4's contribution) = $20026.15
*   **Accumulators After Void:**
    *   A: Ded $904.50, OOPM $994.50
    *   B: Ded $3000.00, OOPM $4088.16
    *   C: Ded $0.00, OOPM $2943.49
    *   D: Ded $3000.00, OOPM $12000.00
    *   Family: Ded $6904.50, OOPM $20026.15 (re-verified: 904.50+3000+0+3000=6904.50; 994.50+4088.16+2943.49+12000=20026.15)

**Claim 16 (Line 16): A, Allergy Testing, IN, $920.32 Allowed**
*   **Rule Application:** Deductible and coinsurance apply.
*   **Deductible Calculation:**
    *   A's individual deductible remaining: $1500.00 - $904.50 (initial) = $595.50
    *   Family deductible remaining: $3000.00 - $6904.50 (current family ded) = $0.00 (Family deductible is met).
    *   Amount to apply to deductible: min($595.50, $0.00) = $0.00.
*   **Calculation:**
    *   Deductible Applied: $0.00
    *   Coinsurance Base: $920.32
    *   Coinsurance (20%): $920.32 * 0.20 = $184.06 (rounded)
    *   MR: $184.06
    *   PP: $920.32 - $184.06 = $736.26
*   **Accumulator Update:**
    *   A: Ded $904.50 (unchanged), OOPM $994.50 + $184.06 = $1178.56
    *   Family: Ded $6904.50 (unchanged), OOPM $20026.15 + $184.06 = $20210.21

**Final Reporting and Verification:**

Finally, I compiled the specific outputs requested and performed a last check of the ending accumulators.

*   **Claim 4 (VOIDED):** As per rules, all values are $0.00.
    *   `claim_4_member_responsibility`: 0.00
    *   `claim_4_plan_paid`: 0.00
    *   `claim_4_deductible_applied`: 0.00
    *   `claim_4_copay_amount`: 0.00
    *   `claim_4_coinsurance_amount`: 0.00

*   **Claim 13:** This was the urgent care visit with a $75 copay.
    *   `claim_13_member_responsibility`: 75.00
    *   `claim_13_plan_paid`: 215.00
    *   `claim_13_deductible_applied`: 0.00
    *   `claim_13_copay_amount`: 75.00
    *   `claim_13_coinsurance_amount`: 0.00

*   **Claim 16:** This was the allergy testing, subject to coinsurance as deductibles were met.
    *   `claim_16_member_responsibility`: 184.06
    *   `claim_16_plan_paid`: 736.26
    *   `claim_16_deductible_applied`: 0.00
    *   `claim_16_copay_amount`: 0.00
    *   `claim_16_coinsurance_amount`: 184.06

*   **Ending Accumulators:** I cross-referenced these against my step-by-step updates.
    *   `ending_deductible_a`: 904.50
    *   `ending_oopm_a`: 1178.56
    *   `ending_deductible_b`: 3000.00
    *   `ending_oopm_b`: 4088.16
    *   `ending_deductible_c`: 0.00
    *   `ending_oopm_c`: 2943.49
    *   `ending_deductible_d`: 3000.00
    *   `ending_oopm_d`: 12000.00
    *   `ending_family_deductible`: 6904.50 (sum of individual deductibles: 904.50+3000+0+3000)
    *   `ending_family_oopm`: 20210.21 (sum of individual OOPMs: 1178.56+4088.16+2943.49+12000)

The entire process was iterative and dependent on maintaining the correct state of accumulators at each step. The voided claim was a crucial point where I had to re-evaluate the running totals. The out-of-network claim for D required careful attention to the interaction between IN and OON deductibles and OOPMs. Overall, it was a thorough application of the plan rules to each claim's specifics.
json{
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  "claim_4_copay_amount": 0.00,
  "claim_4_coinsurance_amount": 0.00,
  "claim_13_member_responsibility": 75.00,
  "claim_13_plan_paid": 215.00,
  "claim_13_deductible_applied": 0.00,
  "claim_13_copay_amount": 75.00,
  "claim_13_coinsurance_amount": 0.00,
  "claim_16_member_responsibility": 184.06,
  "claim_16_plan_paid": 736.26,
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  "claim_16_coinsurance_amount": 184.06,
  "ending_deductible_a": 904.50,
  "ending_oopm_a": 1178.56,
  "ending_deductible_b": 3000.00,
  "ending_oopm_b": 4088.16,
  "ending_deductible_c": 0.00,
  "ending_oopm_c": 2943.49,
  "ending_deductible_d": 3000.00,
  "ending_oopm_d": 12000.00,
  "ending_family_deductible": 6904.50,
  "ending_family_oopm": 20210.21
}
Grader detail
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    {
      "field": "ending_deductible_b",
      "want": 3000,
      "got": 3000,
      "ok": true,
      "present": true
    },
    {
      "field": "ending_oopm_b",
      "want": 3953.16,
      "got": 4088.16,
      "ok": false,
      "present": true
    },
    {
      "field": "ending_deductible_c",
      "want": 0,
      "got": 0,
      "ok": true,
      "present": true
    },
    {
      "field": "ending_oopm_c",
      "want": 30,
      "got": 2943.49,
      "ok": false,
      "present": true
    },
    {
      "field": "ending_deductible_d",
      "want": 3000,
      "got": 3000,
      "ok": true,
      "present": true
    },
    {
      "field": "ending_oopm_d",
      "want": 12000,
      "got": 12000,
      "ok": true,
      "present": true
    },
    {
      "field": "ending_family_deductible",
      "want": 6904.5,
      "got": 6904.5,
      "ok": true,
      "present": true
    },
    {
      "field": "ending_family_oopm",
      "want": 16947.66,
      "got": 20210.21,
      "ok": false,
      "present": true
    }
  ],
  "fabricated": true,
  "abstained": false
}
0LDG-002Fourteen claims from a warm start, an adjustment and a void11,530 out · 106.4s

See what every other model answered →

Reasoning · 11,052 tokens
Here's my detailed thought process as I worked through this claim adjudication:

My primary task is to process a ledger of 16 claims for a family of four, accurately calculating each member's responsibility and the plan's payment for every claim. Crucially, I need to meticulously track and update the individual and family deductibles and out-of-pocket maximums (OOPMs) as I go. The plan has an embedded deductible structure, meaning both individual and family limits play a role.

Here are the plan parameters I'm working with:
*   **In-Network:**
    *   Individual Deductible: $1500
    *   Family Deductible: $3000
    *   Individual OOPM: $6000
    *   Family OOPM: $12000
    *   Coinsurance: 20%
*   **Out-of-Network:**
    *   Individual Deductible: $3000
    *   Individual OOPM: $12000
    *   Coinsurance: 40%
*   **Copays:**
    *   Primary Care: $30
    *   Specialist: $60
    *   Urgent Care: $75
    *   ER: $400 (waived if admitted)
    *   Generic Rx: $15
*   **Important Rules:**
    *   Copays do *not* count towards the deductible but *do* count towards the OOPM.
    *   Preventive care is 100% covered in-network, with no cost-sharing.
    *   In-network and out-of-network deductibles accumulate to a single balance.
    *   Adjustments `ADJUSTMENT` unwind prior credits and re-adjudicate; `VOID` unwinds prior credits and posts nothing. Claims between these events are *not* reprocessed.

I'll need to maintain accumulators for each member (A, B, C, D) and the family.

**Initial Accumulator State:**
*   Member A: Deductible: $904.50, OOPM: $904.50
*   Member B: Deductible: $0.00, OOPM: $0.00
*   Member C: Deductible: $0.00, OOPM: $0.00
*   Member D: Deductible: $0.00, OOPM: $0.00
*   Family: Deductible: $904.50, OOPM: $904.50

---

**Claim 1 (Line 1): Member A - Specialist visit, In-Network (INN)**
*   Allowed: $294.03. Service type is a Specialist office visit, triggering a $60 copay.
*   Copays don't count to deductibles but do count to OOPMs.
*   Member Responsibility (MR): $60.00 (the copay).
*   Plan Paid: $294.03 - $60.00 = $234.03.
*   Deductible Applied: $0.00. Coinsurance: $0.00.

*   **Accumulator Update:**
    *   Member A: Deductible: $904.50 + $0.00 = $904.50 | OOPM: $904.50 + $60.00 = $964.50
    *   Family: Deductible: $904.50 + $0.00 = $904.50 | OOPM: $904.50 + $60.00 = $964.50
    *   Others unchanged.

---

**Claim 2 (Line 2): Member C - Primary care visit, INN**
*   Allowed: $197.39. Service type is a Primary care office visit, triggering a $30 copay.
*   Copay doesn't apply to the deductible but does to the OOPM.
*   MR: $30.00 (copay).
*   Plan Paid: $197.39 - $30.00 = $167.39.
*   Deductible Applied: $0.00. Coinsurance: $0.00.

*   **Accumulator Update:**
    *   Member C: Deductible: $0.00 + $0.00 = $0.00 | OOPM: $0.00 + $30.00 = $30.00
    *   Family: Deductible: $904.50 + $0.00 = $904.50 | OOPM: $964.50 + $30.00 = $994.50
    *   Others unchanged.

---

**Claim 3 (Line 3): Member D - Inpatient admission, INN**
*   Allowed: $11,804.80. This is subject to deductible and coinsurance.
*   Member D's current deductible: $0.00. Individual Deductible limit: $1500.
*   Family's current deductible: $904.50. Family Deductible limit: $3000.
*   The embedded deductible means we apply the lesser of the remaining amounts.
*   Room left for D's individual deductible: $1500.00 - $0.00 = $1500.00.
*   Room left for family deductible: $3000.00 - $904.50 = $2095.50.
*   Deductible applied will be the minimum of the allowed amount and the available room under the *most restrictive* threshold, which is D's individual room: min($11,804.80, $1500.00, $2095.50) = $1500.00.
*   Member D has now met their individual deductible.
*   Remaining amount for coinsurance: $11,804.80 - $1500.00 = $10,304.80.
*   Coinsurance: 20% of $10,304.80 = $2060.96.
*   MR: $1500.00 (deductible) + $2060.96 (coinsurance) = $3560.96.
*   Checking against D's individual OOPM ($6000): $3560.96 is well within the limit.
*   Plan Paid: $11,804.80 - $3560.96 = $8243.84.

*   **Accumulator Update:**
    *   Member D: Deductible: $0.00 + $1500.00 = $1500.00 (Met) | OOPM: $0.00 + $3560.96 = $3560.96
    *   Family: Deductible: $904.50 + $1500.00 = $2404.50 | OOPM: $994.50 + $3560.96 = $4555.46
    *   Others unchanged.

---

**Claim 4 (Line 4): Member C - Outpatient endoscopy, INN**
*   Allowed: $715.51. Subject to deductible and coinsurance.
*   Member C's current deductible: $0.00. Individual Deductible limit: $1500.
*   Family's current deductible: $2404.50. Family Deductible limit: $3000.
*   Room left for C's individual deductible: $1500.00 - $0.00 = $1500.00.
*   Room left for family deductible: $3000.00 - $2404.50 = $595.50.
*   Deductible applied: min($715.51, $1500.00, $595.50) = $595.50.
*   The family deductible is now met ($2404.50 + $595.50 = $3000.00).
*   Remaining amount for coinsurance: $715.51 - $595.50 = $120.01.
*   Coinsurance: 20% of $120.01 = $24.00 (rounded).
*   MR: $595.50 (deductible) + $24.00 (coinsurance) = $619.50.
*   Checking against C's individual OOPM ($6000): $30.00 (current) + $619.50 = $649.50, which is within the limit.
*   Plan Paid: $715.51 - $619.50 = $96.01.

*   **Accumulator Update:**
    *   Member C: Deductible: $0.00 + $595.50 = $595.50 | OOPM: $30.00 + $619.50 = $649.50
    *   Family: Deductible: $2404.50 + $595.50 = $3000.00 (Met) | OOPM: $4555.46 + $619.50 = $5174.96
    *   Others unchanged.

*   **Note:** I'll need to keep track of this claim's original adjudication values as it will be voided later: MR=$619.50, Plan=$96.01, Deductible=$595.50, Copay=$0.00, Coinsurance=$24.00.

---

**Claim 5 (Line 5): Member D - Inpatient admission, INN**
*   Allowed: $14,614.81. Subject to deductible and coinsurance.
*   Member D's individual deductible is met ($1500.00).
*   Family deductible is met ($3000.00).
*   Therefore, no deductible applies. The entire amount is subject to coinsurance.
*   Coinsurance: 20% of $14,614.81 = $2922.96 (rounded).
*   Checking against D's individual OOPM ($6000): Current OOPM is $3560.96. Room left: $6000.00 - $3560.96 = $2439.04.
*   The coinsurance ($2922.96) exceeds the remaining OOPM room. So, MR is capped at the remaining OOPM.
*   MR: $2439.04. This is entirely coinsurance.
*   Member D's individual OOPM is now met.
*   Plan Paid: $14,614.81 - $2439.04 = $12175.77.

*   **Accumulator Update:**
    *   Member D: Deductible: $1500.00 (no change) | OOPM: $3560.96 + $2439.04 = $6000.00 (Met)
    *   Family: Deductible: $3000.00 (no change) | OOPM: $5174.96 + $2439.04 = $7614.00
    *   Others unchanged.

---

**Claim 6 (Line 6): Member D - Ambulatory surgery, INN**
*   Allowed: $5634.42. Subject to deductible and coinsurance.
*   Member D's individual deductible and OOPM are met.
*   Family deductible and OOPM are met.
*   Therefore, the plan pays 100%.
*   MR: $0.00.
*   Plan Paid: $5634.42.

*   **Accumulator Update:**
    *   No change to any accumulators as there is no member responsibility.

---

**Claim 7 (Line 7): Member B - Inpatient admission, INN**
*   Allowed: $20,898.76. Subject to deductible and coinsurance.
*   Family deductible is met ($3000). No deductible applies.
*   Coinsurance: 20% of $20,898.76 = $4179.75 (rounded).
*   Checking against B's individual OOPM ($6000): Current OOPM is $0.00. Room left: $6000.00. Coinsurance is less than this.
*   Checking against Family OOPM ($12000): Current OOPM is $7614.00. Room left: $12000.00 - $7614.00 = $4386.00. Coinsurance is less than this.
*   MR: $4179.75 (all coinsurance).
*   Plan Paid: $20,898.76 - $4179.75 = $16719.01.

*   **Accumulator Update:**
    *   Member B: Deductible: $0.00 (no change) | OOPM: $0.00 + $4179.75 = $4179.75
    *   Family: Deductible: $3000.00 (no change) | OOPM: $7614.00 + $4179.75 = $11793.75
    *   Others unchanged.

*   **Note:** I will need to unwind this claim later due to a VOID. Original adjudication: MR=$4179.75, Plan=$16719.01, Deductible=$0.00, Copay=$0.00, Coinsurance=$4179.75.

---

**Claim 8 (Line 8): Member D - Inpatient admission, Out-of-Network (OON)**
*   Allowed: $17,086.02.
*   This is an OON claim. Member D's INN OOPM is met ($6000), but the OON OOPM limit is $12000. OON cost-sharing still applies.
*   D's deductible accumulator is $1500.00. The OON deductible threshold is $3000.
*   Room left for D's OON deductible: $3000.00 - $1500.00 = $1500.00.
*   OON claims are measured against OON individual thresholds only; family amounts (which are INN) do not limit OON claims.
*   Deductible applied: min($17,086.02, $1500.00) = $1500.00.
*   Remaining amount for coinsurance: $17,086.02 - $1500.00 = $15,586.02.
*   OON Coinsurance: 40% of $15,586.02 = $6234.41 (rounded).
*   Total potential MR: $1500.00 (deductible) + $6234.41 (coinsurance) = $7734.41.
*   Checking against D's OON OOPM ($12000): Current OOPM is $6000.00. Room left: $12000.00 - $6000.00 = $6000.00.
*   The potential MR ($7734.41) exceeds the remaining OOPM room. So, MR is capped at the remaining OOPM.
*   MR: $6000.00. This MR consists of $1500.00 deductible and $4500.00 coinsurance.
*   Member D's individual OON OOPM is now met.
*   Plan Paid: $17,086.02 - $6000.00 = $11086.02.

*   **Accumulator Update:**
    *   Member D: Deductible: $1500.00 + $1500.00 = $3000.00 (OON Ded Met) | OOPM: $6000.00 + $6000.00 = $12000.00 (OON OOPM Met)
    *   Family: Deductible: $3000.00 + $1500.00 = $4500.00 | OOPM: $11793.75 + $6000.00 = $17793.75
    *   Note: Family amounts are for INN purposes; they continue to accumulate total spend.

---

**Claim 9 (Line 9): Member A - Primary care visit, INN**
*   Allowed: $156.47. Service type is Primary care, triggering a $30 copay.
*   MR: $30.00 (copay).
*   Plan Paid: $156.47 - $30.00 = $126.47.
*   Deductible Applied: $0.00. Coinsurance: $0.00.

*   **Accumulator Update:**
    *   Member A: Deductible: $904.50 (no change) | OOPM: $964.50 + $30.00 = $994.50
    *   Family: Deductible: $4500.00 (no change) | OOPM: $17793.75 + $30.00 = $17823.75
    *   Others unchanged.

---

**Claim 10 (Line 10): Member B - Specialist visit, INN**
*   Allowed: $229.43. Service type is Specialist, triggering a $60 copay.
*   MR: $60.00 (copay).
*   Plan Paid: $229.43 - $60.00 = $169.43.
*   Deductible Applied: $0.00. Coinsurance: $0.00.

*   **Accumulator Update:**
    *   Member B: Deductible: $0.00 (no change) | OOPM: $4179.75 + $60.00 = $4239.75
    *   Family: Deductible: $4500.00 (no change) | OOPM: $17823.75 + $60.00 = $17883.75
    *   Others unchanged.

---

**Claim 11 (Line 11): VOID of Claim 7 - Member B**
*   This action unwinds the credits from Claim 7.
*   Original Claim 7 credits: Member B OOPM: $4179.75, Family OOPM: $4179.75.
*   I need to subtract these amounts from the accumulators as they stood *before* this line.

*   **Accumulator State BEFORE Line 11 (after Line 10):**
    *   Member A: Ded: $904.50, OOPM: $994.50
    *   Member B: Ded: $0.00, OOPM: $4239.75
    *   Member C: Ded: $595.50, OOPM: $649.50
    *   Member D: Ded: $3000.00, OOPM: $12000.00
    *   Family: Ded: $4500.00, OOPM: $17883.75

*   **Accumulator Update AFTER Line 11 (VOID):**
    *   Member B: Deductible: $0.00 - $0.00 = $0.00 | OOPM: $4239.75 - $4179.75 = $60.00
    *   Family: Deductible: $4500.00 - $0.00 = $4500.00 | OOPM: $17883.75 - $4179.75 = $13704.00
    *   A, C, D accumulators remain unchanged.

---

**Claim 12 (Line 12): Member C - Inpatient admission, INN**
*   Allowed: $14,567.47. Subject to deductible and coinsurance.
*   Family deductible is met ($4500 accumulator > $3000 limit). No deductible applies.
*   Coinsurance: 20% of $14,567.47 = $2913.49 (rounded).
*   Now, I must check the Family OOPM status. The Family OOPM accumulator is $13704.00, which is *greater* than the INN Family OOPM limit of $12000.
*   According to the rule, "Once a member reaches the out-of-pocket maximum the plan pays 100%... for the remainder of the plan year." This applies to the family OOPM as well for INN services.
*   Since the Family OOPM is met, the plan pays 100% for this INN service.
*   MR: $0.00.
*   Plan Paid: $14,567.47.

*   **Accumulator Update:**
    *   No change to any accumulators as there is no member responsibility.

---

**Claim 13 (Line 13): Member B - Urgent care visit, INN**
*   Allowed: $290.00. Service type is Urgent Care, triggering a $75 copay.
*   However, as established in the previous step (Line 12), the family OOPM is met. This means INN services are covered at 100%, including waiving copays.
*   MR: $0.00.
*   Plan Paid: $290.00.
*   Deductible Applied: $0.00. Copay amount: $0.00. Coinsurance amount: $0.00.

*   **Accumulator Update:**
    *   No change to any accumulators.

*   **Note:** This claim's final adjudication details will be reported. MR=$0.00, Plan=$290.00, Deductible=$0.00, Copay=$0.00, Coinsurance=$0.00.

---

**Claim 14 (Line 14): Member B - Ambulatory surgery, OON**
*   Allowed: $5382.89.
*   This is an OON claim. Critically, the rule states: "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 means the fact that the family INN OOPM is met does *not* affect this OON claim's cost-sharing.
*   Member B's deductible accumulator is $0.00. The OON deductible threshold is $3000.
*   Deductible applied: min($5382.89, $3000.00) = $3000.00.
*   Remaining amount for coinsurance: $5382.89 - $3000.00 = $2382.89.
*   OON Coinsurance: 40% of $2382.89 = $953.16 (rounded).
*   Total potential MR: $3000.00 (deductible) + $953.16 (coinsurance) = $3953.16.
*   Checking against B's OON OOPM ($12000): Current OOPM is $60.00. Room left: $12000.00 - $60.00 = $11940.00.
*   The potential MR ($3953.16) is less than the room left.
*   MR: $3953.16.
*   Plan Paid: $5382.89 - $3953.16 = $1429.73.

*   **Accumulator Update:**
    *   Member B: Deductible: $0.00 + $3000.00 = $3000.00 (OON Ded Met) | OOPM: $60.00 + $3953.16 = $4013.16
    *   Family: Deductible: $4500.00 + $3000.00 = $7500.00 | OOPM: $13704.00 + $3953.16 = $17657.16
    *   Others unchanged.

---

**Claim 15 (Line 15): VOID of Claim 4 - Member C**
*   This action unwinds the credits from Claim 4.
*   Original Claim 4 credits (from my notes): Member C Deductible $595.50, Member C OOPM $619.50, Family Deductible $595.50, Family OOPM $619.50.
*   I need to subtract these from the accumulators as they stood *before* this line.

*   **Accumulator State BEFORE Line 15 (after Line 14):**
    *   Member A: Ded: $904.50, OOPM: $994.50
    *   Member B: Ded: $3000.00, OOPM: $4013.16
    *   Member C: Ded: $595.50, OOPM: $649.50
    *   Member D: Ded: $3000.00, OOPM: $12000.00
    *   Family: Ded: $7500.00, OOPM: $17657.16

*   **Accumulator Update AFTER Line 15 (VOID):**
    *   Member C: Deductible: $595.50 - $595.50 = $0.00 | OOPM: $649.50 - $619.50 = $30.00
    *   Family: Deductible: $7500.00 - $595.50 = $6904.50 | OOPM: $17657.16 - $619.50 = $17037.66
    *   A, B, D accumulators remain unchanged.

*   **Note:** Since Claim 4 was voided, its final reported components will all be $0.00.

---

**Claim 16 (Line 16): Member A - Allergy testing, INN**
*   Allowed: $920.32. Subject to deductible and coinsurance.
*   I need to check the Family OOPM status *after* the void of Claim 4. The Family OOPM accumulator is now $17037.66. This is still greater than the INN Family OOPM limit of $12000.
*   Since the Family OOPM is met, the plan pays 100% for this INN service.
*   MR: $0.00.
*   Plan Paid: $920.32.
*   Deductible Applied: $0.00. Copay amount: $0.00. Coinsurance amount: $0.00.

*   **Accumulator Update:**
    *   No change to any accumulators.

*   **Note:** This claim's final adjudication details will be reported. MR=$0.00, Plan=$920.32, Deductible=$0.00, Copay=$0.00, Coinsurance=$0.00.

---

**Final Review and Summary of Results**

At this point, all 16 claims have been processed, including the voids. The accumulators reflect the final state for the plan year.

**Final Accumulators:**
*   **Member A (subscriber):**
    *   Deductible: $904.50
    *   OOPM: $994.50
*   **Member B (spouse):**
    *   Deductible: $3000.00
    *   OOPM: $4013.16
*   **Member C (child):**
    *   Deductible: $0.00
    *   OOPM: $30.00
*   **Member D (child):**
    *   Deductible: $3000.00
    *   OOPM: $12000.00
*   **Family:**
    *   Deductible: $6904.50
    *   OOPM: $17037.66

**Specific Claim Components to Report:**

*   **Claim 4 (VOIDED):**
    *   `claim_4_member_responsibility`: $0.00
    *   `claim_4_plan_paid`: $0.00
    *   `claim_4_deductible_applied`: $0.00
    *   `claim_4_copay_amount`: $0.00
    *   `claim_4_coinsurance_amount`: $0.00

*   **Claim 13:**
    *   `claim_13_member_responsibility`: $0.00
    *   `claim_13_plan_paid`: $290.00
    *   `claim_13_deductible_applied`: $0.00
    *   `claim_13_copay_amount`: $0.00 (waived due to Family OOPM met)
    *   `claim_13_coinsurance_amount`: $0.00

*   **Claim 16:**
    *   `claim_16_member_responsibility`: $0.00
    *   `claim_16_plan_paid`: $920.32
    *   `claim_16_deductible_applied`: $0.00
    *   `claim_16_copay_amount`: $0.00
    *   `claim_16_coinsurance_amount`: $0.00

I've double-checked the sequence of events, especially how voids affected subsequent calculations, and the specific rules for OON claims versus INN claims once the family OOPM is met. The logic for each step, particularly around deductible application and OOPM capping, seems sound and aligned with the provided plan details.
json{
  "claim_4_member_responsibility": 0.00,
  "claim_4_plan_paid": 0.00,
  "claim_4_deductible_applied": 0.00,
  "claim_4_copay_amount": 0.00,
  "claim_4_coinsurance_amount": 0.00,
  "claim_13_member_responsibility": 0.00,
  "claim_13_plan_paid": 290.00,
  "claim_13_deductible_applied": 0.00,
  "claim_13_copay_amount": 0.00,
  "claim_13_coinsurance_amount": 0.00,
  "claim_16_member_responsibility": 0.00,
  "claim_16_plan_paid": 920.32,
  "claim_16_deductible_applied": 0.00,
  "claim_16_copay_amount": 0.00,
  "claim_16_coinsurance_amount": 0.00,
  "ending_deductible_a": 904.50,
  "ending_oopm_a": 994.50,
  "ending_deductible_b": 3000.00,
  "ending_oopm_b": 4013.16,
  "ending_deductible_c": 0.00,
  "ending_oopm_c": 30.00,
  "ending_deductible_d": 3000.00,
  "ending_oopm_d": 12000.00,
  "ending_family_deductible": 6904.50,
  "ending_family_oopm": 17037.66
}
Grader detail
json{
  "fields": [
    {
      "field": "claim_4_member_responsibility",
      "want": 0,
      "got": 0,
      "ok": true,
      "present": true
    },
    {
      "field": "claim_4_plan_paid",
      "want": 0,
      "got": 0,
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      "present": true
    },
    {
      "field": "claim_4_deductible_applied",
      "want": 0,
      "got": 0,
      "ok": true,
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    },
    {
      "field": "claim_4_copay_amount",
      "want": 0,
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    },
    {
      "field": "claim_4_coinsurance_amount",
      "want": 0,
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    },
    {
      "field": "claim_13_member_responsibility",
      "want": 0,
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    },
    {
      "field": "claim_13_plan_paid",
      "want": 290,
      "got": 290,
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    },
    {
      "field": "claim_13_deductible_applied",
      "want": 0,
      "got": 0,
      "ok": true,
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    },
    {
      "field": "claim_13_copay_amount",
      "want": 0,
      "got": 0,
      "ok": true,
      "present": true
    },
    {
      "field": "claim_13_coinsurance_amount",
      "want": 0,
      "got": 0,
      "ok": true,
      "present": true
    },
    {
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      "want": 0,
      "got": 0,
      "ok": true,
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    },
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      "field": "claim_16_plan_paid",
      "want": 920.32,
      "got": 920.32,
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      "present": true
    },
    {
      "field": "claim_16_deductible_applied",
      "want": 0,
      "got": 0,
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    },
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      "want": 0,
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    },
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      "want": 0,
      "got": 0,
      "ok": true,
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    },
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      "want": 904.5,
      "got": 904.5,
      "ok": true,
      "present": true
    },
    {
      "field": "ending_oopm_a",
      "want": 964.5,
      "got": 994.5,
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    },
    {
      "field": "ending_deductible_b",
      "want": 3000,
      "got": 3000,
      "ok": true,
      "present": true
    },
    {
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      "want": 3953.16,
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    },
    {
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    },
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    },
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    },
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    },
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0LDG-003Aggregate HDHP, sixteen claims, two adjustments10,202 out · 69.7s

See what every other model answered →

Reasoning · 9,715 tokens
Here's a summary of my thought process as I worked through this health plan claim scenario:

My primary goal was to accurately process a series of claims for a family of four under the "Trinity HDHP 3200" plan for the 2026 plan year, meticulously tracking how each claim impacted individual and family accumulators (deductible and out-of-pocket maximums). I focused on understanding and applying the plan's specific rules, particularly the aggregate family deductible, the distinction between in-network (INN) and out-of-network (OON) services, and how adjustments and voids affect claim processing.

First, I internalized the core plan details:
*   **Deductibles:** The key here is the **aggregate** family deductible of $6400 for INN services. This means no individual member's coinsurance applies until the *entire family* has accumulated $6400 towards the deductible. For OON services, there are individual deductibles ($6400), but these credits *do* count towards the single member's deductible balance and, importantly, towards the family aggregate.
*   **Out-of-Pocket Maximums (OOPMs):** $7000 individual INN, $14000 family INN, and $14000 individual OON.
*   **Cost Share:** 10% INN coinsurance, 40% OON coinsurance, both applying *after* the respective deductibles are met. No copays.
*   **Preventive Care:** INN is 100% covered and doesn't hit accumulators. OON is subject to OON cost share.
*   **Special Rules:** I noted the crucial difference between **ADJUSTMENT** (unwind and re-adjudicate) and **VOID** (unwind, nothing replaces it).

I then established the baseline: all accumulators started at $0.00.

Now, I approached each claim sequentially, performing calculations and updating accumulators:

1.  **Claim 1 (B, INN):** This was straightforward. The allowed amount ($4445.54) was applied directly to the family deductible ($6400 - 0 = $6400 remaining). Since it didn't exceed the family deductible, no coinsurance applied. Member B and the family deductible/OOPM accumulators were updated.

2.  **Claim 2 (B, INN):** Again, an INN claim. The remaining family deductible was $1954.46 ($6400 - $4445.54). The allowed amount ($2230.92) was split: $1954.46 applied to the deductible, and the remainder ($276.46) was subject to 10% INN coinsurance ($27.65). This was added to Member B's and the family's OOPM accumulators. Crucially, Member B's deductible hit $6400, and the family aggregate deductible was *met*.

3.  **Claim 3 (A, INN):** Since the family deductible was met, this claim ($6842.97) was immediately subject to 10% coinsurance ($684.30). This amount was added to Member A's and the family's OOPM accumulators.

4.  **Claim 4 (C, OON):** This claim required careful attention due to its OON status. The rules state OON claims are measured against individual OON thresholds and that INN family amounts don't limit OON claims. Member C's OON individual deductible is $6400. The allowed amount ($22929.00) first hit this deductible ($6400). The remaining $16529.00 was subject to 40% OON coinsurance ($6611.60). The total member responsibility ($13011.60) was added to Member C's and the family's OOPM accumulators. The family deductible *accumulator* continued to grow, but the *threshold* for INN services had been met.

5.  **Claim 5 (A, INN):** The family deductible was met. This small claim ($19.56) was subject to 10% coinsurance ($1.96) and added to Member A's and the family's OOPM.

6.  **Claim 6 (B, INN):** Family deductible met. 10% coinsurance ($507.03). I cross-referenced this with Member B's individual INN OOPM ($7000). Member B had $572.35 room under their individual OOPM ($7000 - $6427.65), and the coinsurance was well within that room, so the full coinsurance was applied.

7.  **Claim 7 (A, INN):** Family deductible met. 10% coinsurance ($1726.07). Again, I checked against Member A's individual INN OOPM ($7000). Member A had $6313.74 room ($7000 - $686.26), and the coinsurance was within that room.

8.  **Claim 8 (D, OON):** OON claim for Member D. The OON individual deductible is $6400. The allowed amount ($848.69) was applied to this deductible as Member D had $0 accumulated. No coinsurance applied.

9.  **Line 9: ADJUSTMENT to Claim 3 (A, INN):** This was a critical step. I first **unwound** the original claim 3's contribution to accumulators. Then, using the *new allowed amount* for claim 3 ($5816.52), I re-adjudicated it. Since the family deductible was still met, it was subject to 10% coinsurance ($581.65). This new member responsibility was then applied to the updated accumulators.

10. **Line 10: Claim 10 (C, INN):** Family deductible met. 10% coinsurance ($1023.23). Here, I paid close attention to Member C's OOPM. Because of the significant OON claim (Claim 4), Member C's OOPM accumulator ($13011.60) had *exceeded* their individual INN OOPM threshold ($7000). The plan states that once the OOPM is met, services are 100% covered. Therefore, Member C had $0 responsibility for this claim.

11. **Line 11: VOID of Claim 7 (A, INN):** A void is simpler than an adjustment. I just **unwound** the credits from the original Claim 7. This reduced Member A's and the family's OOPM accumulators. Importantly, the claim itself now had zero member responsibility and zero plan paid for reporting purposes.

12. **Line 12 (C, INN):** Family deductible met. Member C's OOPM was still over their individual INN threshold, so $0 member responsibility.

13. **Line 13 (B, INN):** Family deductible met. 10% coinsurance ($8.04). Checked against Member B's individual INN OOPM ($7000). Member B had room ($65.32), and the coinsurance was within it.

14. **Line 14 (D, INN):** Family deductible met. 10% coinsurance ($436.25). Checked against Member D's individual INN OOPM ($7000). Member D had significant room ($6151.31), and the coinsurance was within it.

15. **Line 15 (C, INN):** Family deductible met. Member C's OOPM was still over their individual INN threshold, $0 member responsibility.

16. **Line 16 (B, OON):** OON claim. Member B's accumulated deductible (from INN claims) was $6400, which exactly met the OON individual deductible threshold of $6400. So, $0 deductible applied. The allowed amount ($322.57) was subject to 40% OON coinsurance ($129.03). This amount was added to Member B's and the family's OOPM. Member B's OOPM was well below the OON individual OOPM ($14000).

17. **Line 17 (C, INN):** Family deductible met. Member C's OOPM was still over their individual INN threshold, $0 member responsibility.

18. **Line 18 (C, INN):** Family deductible met. Member C's OOPM was still over their individual INN threshold, $0 member responsibility.

Finally, I compiled the results, ensuring to correctly report the voided claim (Claim 7) with all zero values for its financial impact and presented the specific claim results for Claims 14 and 18 as requested, along with the final state of all accumulators. I performed a quick re-check on the adjustment and void logic and how they impacted the accumulators to confirm their accuracy. The logic for Member C's INN claims after their OON claim and Member B's OON claim seemed particularly important to verify against the plan rules. The aggregate deductible mechanism and the individual OON deductible interaction were also key points of validation.
json{
  "claim_7_member_responsibility": 0.00,
  "claim_7_plan_paid": 0.00,
  "claim_7_deductible_applied": 0.00,
  "claim_7_copay_amount": 0.00,
  "claim_7_coinsurance_amount": 0.00,
  "claim_14_member_responsibility": 436.25,
  "claim_14_plan_paid": 3926.26,
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  "claim_14_coinsurance_amount": 436.25,
  "claim_18_member_responsibility": 0.00,
  "claim_18_plan_paid": 24443.43,
  "claim_18_deductible_applied": 0.00,
  "claim_18_copay_amount": 0.00,
  "claim_18_coinsurance_amount": 0.00,
  "ending_deductible_a": 0.00,
  "ending_oopm_a": 583.61,
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  "ending_oopm_b": 7071.75,
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  "ending_oopm_c": 13011.60,
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  "ending_oopm_d": 1284.94,
  "ending_family_deductible": 13648.69,
  "ending_family_oopm": 21951.9
}
Grader detail
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    },
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    {
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      "got": 0,
      "ok": true,
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    },
    {
      "field": "claim_18_plan_paid",
      "want": 24443.43,
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    },
    {
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      "ok": true,
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      "got": 0,
      "ok": true,
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    },
    {
      "field": "claim_18_coinsurance_amount",
      "want": 0,
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      "ok": true,
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    },
    {
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      "want": 0,
      "got": 0,
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    },
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      "got": 583.61,
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    },
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      "want": 6400,
      "got": 6400,
      "ok": true,
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    },
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      "field": "ending_oopm_b",
      "want": 6556.68,
      "got": 7071.75,
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    },
    {
      "field": "ending_deductible_c",
      "want": 6400,
      "got": 6400,
      "ok": true,
      "present": true
    },
    {
      "field": "ending_oopm_c",
      "want": 13011.6,
      "got": 13011.6,
      "ok": true,
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    },
    {
      "field": "ending_deductible_d",
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    },
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0LDG-003Aggregate HDHP, sixteen claims, two adjustments9,926 out · 78.0s

See what every other model answered →

Reasoning · 9,438 tokens
Okay, I've processed all 18 medical claims for this family of four, meticulously tracking their deductibles and out-of-pocket maximums (OOPMs) as I went. My thought process was to first establish the plan's benefit structure – the Trinity HDHP 3200 plan with its aggregate family deductible and individual/family OOPMs. I paid close attention to the aggregate nature of the INN deductible, meaning the family's total deductible of $6400 needed to be met by any combination of members before the plan started contributing to INN services. I also noted the separate individual OOPM limits, both in-network ($7000) and out-of-network ($14000), and how INN services are measured against the INN OOPM, while OON services are measured against the OON OOPM. The key was understanding that an individual's OOPM credits accumulate and can satisfy either their individual OOPM or contribute to the family OOPM.

I then moved through each claim chronologically, calculating the allowed amount, determining how much applied to the deductible (if anything), and then calculating the coinsurance. For INN claims, I used the 10% member/90% plan coinsurance after the deductible was met. For OON claims, it was 40% member/60% plan after the deductible. A critical consideration for OON claims was whether they counted towards an individual's OON deductible (which is $6400) and their individual OON OOPM ($14000). Another important detail was how the plan's rule about "once OOPM is met, plan pays 100%" applied to both individual and family OOPM thresholds, especially when an individual's accumulator exceeded their individual OOPM.

The adjustment for Claim 3 was a two-step process: first, I had to reverse the financial impact of the original claim on the accumulators, using the accumulator balances *at that point in time*, and then I re-adjudicated the claim using the new allowed amount against the *updated* accumulators. Similarly, the void of Claim 7 meant completely unwinding its financial credits from the accumulators, effectively erasing its impact. I kept a running tally of the member responsibility, plan paid, deductible applied, and coinsurance for each claim, and crucially, I updated the individual (A, B, C, D) and family accumulators for both deductible and OOPM after each adjudicated claim. I made sure to differentiate between the INN and OON deductible application, noting that the aggregate INN deductible was met first, and then OON claims would apply against their respective individual OON deductibles (if not already met).

My process also involved carefully checking if any individual or the family had met their OOPM thresholds, which would then trigger 100% plan coverage for subsequent eligible services, impacting the member responsibility calculation. I meticulously re-verified the final accumulator balances for each member and the family at the end, cross-referencing the contributions from each claim to ensure accuracy, especially after the void and adjustment.

Here's a breakdown of what I found for the specific claims and the final accumulator balances:

**Claim 7 Components:**
As this claim was voided, all its financial components are zero.
*   **Member Responsibility:** $0.00
*   **Plan Paid:** $0.00
*   **Deductible Applied:** $0.00
*   **Copay Amount:** $0.00 (as the plan has no copays)
*   **Coinsurance Amount:** $0.00

**Claim 14 Components:**
This was an in-network claim for Member D. The family deductible was met, and Member D had ample room under their individual OOPM.
*   **Member Responsibility:** $436.25 (this is the coinsurance amount)
*   **Plan Paid:** $3926.26
*   **Deductible Applied:** $0.00
*   **Copay Amount:** $0.00
*   **Coinsurance Amount:** $436.25

**Claim 18 Components:**
This was an in-network claim for Member C. By this point, Member C's individual in-network OOPM had already been met, and importantly, the *family's* in-network OOPM threshold of $14000 had also been exceeded by prior claims. Therefore, this service was covered at 100% by the plan.
*   **Member Responsibility:** $0.00
*   **Plan Paid:** $24443.43
*   **Deductible Applied:** $0.00
*   **Copay Amount:** $0.00
*   **Coinsurance Amount:** $0.00

**Final Accumulator Balances:**

*   **Member A (Subscriber):**
    *   Deductible: $0.00
    *   Out-of-Pocket Maximum: $583.61

*   **Member B (Spouse):**
    *   Deductible: $6400.00 (Family INN Deductible met)
    *   Out-of-Pocket Maximum: $7071.75

*   **Member C (Child):**
    *   Deductible: $6400.00 (Contributed to Family INN Deductible)
    *   Out-of-Pocket Maximum: $13011.60

*   **Member D (Child):**
    *   Deductible: $848.69 (Contributed to Family INN Deductible & OON Deductible)
    *   Out-of-Pocket Maximum: $1284.94

*   **Family:**
    *   Deductible: $13648.69 (Sum of all individual deductible contributions)
    *   Out-of-Pocket Maximum: $21951.90 (Sum of all individual OOPM contributions)

My analysis confirms that the aggregate family deductible was satisfied by a combination of Member B's and Member C's claims. Member C's out-of-network claim significantly impacted their individual OOPM, and subsequent in-network claims for Member C were covered at 100% due to reaching their individual OOPM. Similarly, Claim 18 triggered 100% plan payment because the family OOPM was met. The adjustment and void operations were handled by unwinding and re-adjudicating or simply unwinding as required by the plan rules.
json{
  "claim_7_member_responsibility": 0.00,
  "claim_7_plan_paid": 0.00,
  "claim_7_deductible_applied": 0.00,
  "claim_7_copay_amount": 0.00,
  "claim_7_coinsurance_amount": 0.00,
  "claim_14_member_responsibility": 436.25,
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  "claim_18_member_responsibility": 0.00,
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  "claim_18_deductible_applied": 0.00,
  "claim_18_copay_amount": 0.00,
  "claim_18_coinsurance_amount": 0.00,
  "ending_deductible_a": 0.00,
  "ending_oopm_a": 583.61,
  "ending_deductible_b": 6400.00,
  "ending_oopm_b": 7071.75,
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}
Grader detail
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    },
    {
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      "got": 0,
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    },
    {
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    },
    {
      "field": "claim_18_coinsurance_amount",
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    },
    {
      "field": "ending_deductible_a",
      "want": 0,
      "got": 0,
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    },
    {
      "field": "ending_oopm_a",
      "want": 0,
      "got": 583.61,
      "ok": false,
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    },
    {
      "field": "ending_deductible_b",
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      "ok": true,
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    },
    {
      "field": "ending_oopm_b",
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    {
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    },
    {
      "field": "ending_oopm_c",
      "want": 13011.6,
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    },
    {
      "field": "ending_deductible_d",
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}
0POP-001Blood pressure control, twelve members5,088 out · 42.2s

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Reasoning · 4,882 tokens
Alright, I've gone through this roster of 12 members, meticulously applying the QM-CBP measure specification for Blood Pressure Control in Hypertension for the 2026 measurement year. My goal was to categorize each member into one of four buckets: compliant, non-compliant, excluded, or not eligible, and then to calculate the final quality rate. I've processed each member individually, following a strict evaluation order: first checking eligibility, then exclusions, and finally the numerator criteria.

Here's a breakdown of my thought process for each member:

*   **Member 71011:** This member met all eligibility criteria – they were within the age range (61), had continuous enrollment, and importantly, had a qualifying outpatient encounter for hypertension (I10) early in the year (Jan 6, 2026). They weren't excluded. For the numerator, I looked at their blood pressure readings after the qualifying encounter. Their most recent reading on June 6, 2026, was 133/87. Since both systolic (133) is < 140 and diastolic (87) is < 90, they meet the numerator criteria. Therefore, I classified **Member 71011 as `compliant`**.

*   **Member 71012:** Similar to the previous member, this individual (age 48) was eligible with continuous enrollment and a qualifying hypertension encounter on March 27, 2026. No exclusions applied. Their most recent outpatient BP reading was 132/81 on August 6, 2026. Both 132 < 140 and 81 < 90, so they also meet the numerator requirements. I've marked **Member 71012 as `compliant`**.

*   **Member 71013:** This member failed the "event" criterion for eligibility. They had encounters with an I10 diagnosis, but both were after the June 30, 2026, deadline for the qualifying outpatient encounter. One was an inpatient admission, and the other an office visit, both too late. Consequently, they do not meet the denominator criteria. I've classified **Member 71013 as `not_eligible`**.

*   **Member 71014:** This member was eligible (age 70, one enrollment gap of 26 days, qualifying I10 encounter on March 12, 2026). No exclusions applied. However, for the numerator, their most recent outpatient BP reading was 119/92 on June 6, 2026. While 119 < 140, the diastolic reading of 92 is *not* < 90. Since they didn't meet both parts of the numerator criteria, I've categorized **Member 71014 as `non_compliant`**.

*   **Member 71015:** This member was immediately disqualified based on age. At 17, they are below the minimum age of 18 required for eligibility. I also noted they had two enrollment gaps (18 and 27 days), which would have also rendered them `not_eligible`, but the age failure was sufficient. Therefore, **Member 71015 is `not_eligible`**.

*   **Member 71016:** This member failed the enrollment criterion. They had one gap of 47 days, which exceeds the allowed maximum of 45 days. This makes them ineligible for the denominator. So, **Member 71016 is `not_eligible`**.

*   **Member 71017:** This member met all eligibility requirements (age 48, one enrollment gap of 39 days, qualifying I10 encounter on March 18, 2026). No exclusions applied. Their most recent outpatient BP reading was 134/85 on October 19, 2026. Both 134 < 140 and 85 < 90, so they meet the numerator criteria. I've marked **Member 71017 as `compliant`**.

*   **Member 71018:** Similar to Member 71016, this individual failed the enrollment criterion due to a single gap of 47 days, exceeding the 45-day limit. Therefore, **Member 71018 is `not_eligible`**.

*   **Member 71019:** This member was eligible (age 52, one enrollment gap of 42 days, qualifying I10 encounter on June 14, 2026). No exclusions. For the numerator, their *only* outpatient BP reading, which was on the date of the qualifying encounter itself (June 14, 2026), was 151/80. The spec says the reading must be *on or after* the qualifying encounter date. 151 is not < 140, so they do not meet the numerator criteria. I've classified **Member 71019 as `non_compliant`**.

*   **Member 71020:** This member met eligibility (age 52, continuous enrollment, qualifying I10 encounter on Jan 20, 2026). No exclusions. Their most recent outpatient BP reading was 158/80 on June 2, 2026. Since 158 is not < 140, they do not meet the numerator criteria. Thus, **Member 71020 is `non_compliant`**.

*   **Member 71021:** This member was eligible. They had an ED visit with I10 on April 24, 2026, which I've treated as a qualifying outpatient encounter for the event. No exclusions applied. For the numerator, the rule specifies that readings from ED visits or inpatient admissions do *not* count. Their only valid outpatient reading was from an office visit on July 15, 2026, which was 166/93. Since 166 is not < 140, they do not meet the numerator criteria. Consequently, **Member 71021 is `non_compliant`**.

*   **Member 71022:** This member failed the "event" criterion. Their outpatient encounter with an I10 diagnosis occurred on October 8, 2026, which is well after the June 30, 2026, deadline. Therefore, they are not eligible. I've designated **Member 71022 as `not_eligible`**.

After this individual assessment, I've compiled the final counts:

*   **Compliant Members:** 3 (Members 71011, 71012, 71017)
*   **Non-Compliant Members:** 4 (Members 71014, 71019, 71020, 71021)
*   **Excluded Members:** 0
*   **Not Eligible Members:** 5 (Members 71013, 71015, 71016, 71018, 71022)

The denominator consists of all members who are eligible and not excluded, which is our `compliant` plus `non_compliant` members: 3 + 4 = 7.

The numerator is the count of `compliant` members: 3.

Therefore, the quality rate is calculated as (numerator / denominator) * 100: (3 / 7) * 100, which rounds to **42.9%**.

In summary, I've thoroughly analyzed each member against the QM-CBP specification, ensuring all criteria were met before assigning a status, and have produced the final counts and rate.
json{
  "denominator": 7,
  "numerator": 3,
  "excluded": 0,
  "not_eligible": 5,
  "rate": 42.9,
  "compliant_members": [
    "71011",
    "71012",
    "71017"
  ],
  "non_compliant_members": [
    "71014",
    "71019",
    "71020",
    "71021"
  ],
  "excluded_members": [],
  "not_eligible_members": [
    "71013",
    "71015",
    "71016",
    "71018",
    "71022"
  ]
}
Grader detail
json{
  "fields": [
    {
      "field": "denominator",
      "want": 6,
      "got": 7,
      "ok": false,
      "present": true
    },
    {
      "field": "numerator",
      "want": 3,
      "got": 3,
      "ok": true,
      "present": true
    },
    {
      "field": "excluded",
      "want": 0,
      "got": 0,
      "ok": true,
      "present": true
    },
    {
      "field": "not_eligible",
      "want": 6,
      "got": 5,
      "ok": false,
      "present": true
    },
    {
      "field": "rate",
      "want": 50,
      "got": 42.9,
      "ok": false,
      "present": true
    },
    {
      "field": "compliant_members",
      "want": [
        "71011",
        "71012",
        "71017"
      ],
      "got": [
        "71011",
        "71012",
        "71017"
      ],
      "ok": true,
      "present": true
    },
    {
      "field": "non_compliant_members",
      "want": [
        "71014",
        "71019",
        "71020"
      ],
      "got": [
        "71014",
        "71019",
        "71020",
        "71021"
      ],
      "ok": false,
      "present": true
    },
    {
      "field": "excluded_members",
      "want": [],
      "got": [],
      "ok": true,
      "present": true
    },
    {
      "field": "not_eligible_members",
      "want": [
        "71013",
        "71015",
        "71016",
        "71018",
        "71021",
        "71022"
      ],
      "got": [
        "71013",
        "71015",
        "71016",
        "71018",
        "71022"
      ],
      "ok": false,
      "present": true
    }
  ],
  "fabricated": true,
  "abstained": false
}