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GOLD-CON-01

Conflicting evidence · gold-v0.1

Case inputs

As of
2026-07-15
Patient
52 years, OH
Request
Immunara for rheumatoid arthritis
Insurance
ExampleHealth, ExampleHealth Gold · EXH-402951
Policy
immunara-v0.1
Inputs
sha256:5e8562dfe847…

Documents 2

Physician note

physician_note
SYNTHETIC RECORD - Example Prairie Rheumatology - Office Visit - 2026-07-10
Patient reference SYN-1042.

This 52-year-old woman returns with ongoing symmetric swelling of both wrists and the small joints of her hands. Her rheumatoid arthritis, seropositive, was diagnosed at this practice in 2019 after persistent synovitis and a positive rheumatoid factor. Morning stiffness now lasts close to two hours.

Her chart shows no DMARD trial to date: methotrexate has never been tried for this patient, nor has any other disease-modifying agent. She has managed with over-the-counter naproxen alone, which she reports gives only partial relief. She works part time as a librarian and mentions that gripping books has become difficult.

Given the extent of her joint involvement and the lack of any prior DMARD trial, she is otherwise healthy aside from well-controlled hypothyroidism. Immunara is being requested for consideration.

Medication history

medication_history
SYNTHETIC RECORD - Example Prairie Rheumatology - Medication History - 2026-07-08
Patient reference SYN-1042.
METHOTREXATE 20 MG PO WEEKLY - status: inactive - start 2026-01-12 - end 2026-06-22 - reason: inadequate response
FOLIC ACID 1 MG PO DAILY - status: inactive - start 2026-01-12
LEVOTHYROXINE 50 MCG PO DAILY - status: active

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
0.506
Documentation complete
0.940
Material contradiction
0.960
Missing evidence
NONE 0.680
others: TREATMENT_HISTORY 0.19 · DOSAGE 0.07 · DIAGNOSIS 0.04
Gate path· 7 gates, in engine order
  1. providerpassed

    all five decisions present and well-formed

  2. agepassed

    patient.age=52, 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)