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GOLD-CON-07

Conflicting evidence · gold-v0.1

Case inputs

As of
2026-06-01
Patient
29 years, NC
Request
Immunara for rheumatoid arthritis
Insurance
ExampleHealth, ExampleHealth Gold · EXH-118826
Policy
immunara-v0.1
Inputs
sha256:5b396a74f24a…

Documents 2

Physician note

consult_note
SYNTHETIC RECORD - Example Lakeshore Rheumatology - Consultation Note - 2026-03-05
Patient reference SYN-7724. This 29-year-old woman was seen for evaluation of symmetric hand and foot pain present for over a year.

Her rheumatoid factor and anti-CCP were both strongly positive, and her exam showed synovitis at the wrists, MCPs and MTPs consistent with seropositive rheumatoid arthritis, a diagnosis established at this visit. She reports having completed a course of oral methotrexate, 15 mg weekly, from 2025-10-06 to 2026-03-02, discontinued because her joint swelling did not improve, an inadequate response.

She is being sent back to her primary care physician for ongoing management while awaiting further specialty follow-up. She has no other chronic medical conditions.

Physician note

clinic_note
SYNTHETIC RECORD - Example Willowbrook Family Medicine - Office Visit - 2026-04-10
Patient reference SYN-7724. This 29-year-old woman returns to discuss her rheumatoid arthritis and ongoing hand and foot swelling.

She has not previously taken methotrexate; oral methotrexate 15 mg weekly is being started today given the extent of her joint involvement. She will follow up with rheumatology to monitor for a response and to discuss Immunara if the trial does not control her disease. She works as a hair stylist and describes difficulty holding scissors for long periods.

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
0.940
Step therapy met
0.541
Documentation complete
0.920
Material contradiction
0.940
Missing evidence
NONE 0.650
others: TREATMENT_HISTORY 0.26 · DIAGNOSIS 0.04 · DOSAGE 0.04
Gate path· 7 gates, in engine order
  1. providerpassed

    all five decisions present and well-formed

  2. agepassed

    patient.age=29, policy min_age=18

  3. contradictionFIRED → HUMAN_REVIEW

    p_yes(material_contradiction)=0.940, 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=0.940)
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)