{
  "schemaVersion": 1,
  "slug": "fairmedagent",
  "name": "fairmedagent",
  "description": "Audit a multi-step clinical LLM agent for demographic disparity in its actions, and measure the per-action instability floor a disparity estimate must clear to mean anything. Counterfactual pairs, acceptable-action bands, leaderboard gating.",
  "category": "analysis",
  "version": "1.0.0",
  "author": "Heureka Labs",
  "license": "CC-BY-4.0",
  "tags": [
    "fairness",
    "clinical-ai",
    "benchmark",
    "agents",
    "evaluation"
  ],
  "covers": [
    "fairmedagent",
    "fairness audit",
    "demographic disparity",
    "health equity",
    "clinical decision support",
    "counterfactual",
    "counterfactual fairness",
    "instability floor",
    "noise floor",
    "flip rate",
    "llm agents",
    "agentic evaluation",
    "triage",
    "esi acuity",
    "opioid prescribing",
    "controlled substance",
    "admission decision",
    "icu escalation",
    "referral",
    "race",
    "insurance",
    "medicaid",
    "limited english proficiency",
    "synthetic vignettes",
    "mcnemar",
    "cluster bootstrap",
    "multiple comparisons",
    "leaderboard gating"
  ],
  "papers": [
    "doi:10.5281/zenodo.22165979"
  ],
  "access": [
    "open"
  ],
  "updatedAt": "2026-09-21T22:11:19-04:00",
  "source": {
    "repo": "heurekalabsco/heurekaskills",
    "commit": "87bef344c860de2523de46617b1f9e4d0a34c5ac",
    "path": "skills/fairmedagent"
  },
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  "signals": null,
  "files": [
    {
      "path": "SKILL.md",
      "url": "https://heurekaskills.com/fairmedagent/files/SKILL.md",
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}