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GOLD-CON-04

Conflicting evidence · gold-v0.1

Case inputs

As of
2026-08-25
Patient
45 years, PA
Request
Immunara for rheumatoid arthritis
Insurance
ExampleHealth, ExampleHealth Gold · EXH-660214
Policy
immunara-v0.1
Inputs
sha256:f1d6a80ec53b…

Documents 2

Physician note

consult_note
SYNTHETIC RECORD - Example Fieldstone Rheumatology - Consultation Note - 2026-08-18
Patient reference SYN-4488. This 45-year-old man was diagnosed with seropositive rheumatoid arthritis at this practice on August 12, 2022, after symmetric small-joint swelling and a strongly positive anti-CCP result.

He was treated with oral methotrexate 20 mg weekly from 2025-12-01 to 2026-06-01, with an excellent response: swelling resolved, morning stiffness dropped to under fifteen minutes, and his CDAI fell into the low-activity range. The medication was stopped only because he relocated out of state before his next refill and lost contact with this office. He otherwise tolerated it well with no side effects.

He is being transferred to a new rheumatology practice for continued care.

Physician note

referral_letter
SYNTHETIC RECORD - Example Northgate Family Medicine - Referral Letter - 2026-08-20
Patient reference SYN-4488.

Dear Colleague,

This 45-year-old man recently transferred to our practice and carries an established diagnosis of seropositive rheumatoid arthritis. He reports that his methotrexate trial failed, with continued swelling and pain that never meaningfully improved despite the medication, an inadequate response.

He is requesting Immunara and I am forwarding him to your office along with his outside records for evaluation. He has no other active medical concerns apart from seasonal allergic rhinitis.

Kind regards,
The referring primary care physician

Decisions by provider

HUMAN_REVIEWcorrect

Decided by: contradiction gate · auto_process 0.89

Judgments

p_yes for yes/no questions; ticks are the thresholds a gate compares each one with.

Diagnosis supported
0.970
Step therapy met
0.354
Documentation complete
0.950
Material contradiction
0.960
Missing evidence
NONE 0.540
others: TREATMENT_HISTORY 0.39 · DOSAGE 0.04 · LAB_RESULT 0.02
Gate path· 7 gates, in engine order
  1. providerpassed

    all five decisions present and well-formed

  2. agepassed

    patient.age=45, policy min_age=18

  3. contradictionFIRED → HUMAN_REVIEW

    p_yes(material_contradiction)=0.960, review at >= 0.8

  4. documentationnot reached
  5. missing_evidencenot reached
  6. auto_processnot reached
  7. default_reviewnot reached

passed = the gate checked and did not fire; not reached = an earlier gate decided.

  • a material contradiction is likely (p=0.960)
Run details· q-v0.2

run_20260925T170857Z_b95be9 · q-v0.2 · immunara-v0.1 (v0.1)

auto_process 0.89, chosen on gen-v0.2-dev.

questions: q-v0.2 →

Show expected answer (evaluation only)