maziyarpanahi/openmed · skills/auditing-subgroup-fairness/SKILL.md

auditing-subgroup-fairness skillA

auditing-subgroup-fairness is agent-read markdown (skill) from maziyarpanahi/openmed: Audit an OpenMed NER or de-identification model for performance disparities across demographic subgroups (sex, age band, race/ethnicity when available) using openmed.eval.fairness_report. Use when the user wants per-subgroup recall and leakage, wants to check whether de-identification under-protects a group, wants to surface a documentation gap where subgroup data is missing, or needs equalized-odds-style disparity numbers for a clinical model. Trigger on "fairness", "subgroup", "bias audit", "d.

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

How to install

Latest version
mdr add maziyarpanahi/openmed/auditing-subgroup-fairness@v1.0
Exact content
mdr add maziyarpanahi/openmed/auditing-subgroup-fairness@sha256:07f38d8255bc3c7c

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_jyej3zyu7ey62aum.svg)](https://markdownregistry.com/a/art_jyej3zyu7ey62aum)

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Versions

versioncommittedcommitsizeaudit
v1.0 latest2026-07-20 74f7d6b 5,907 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (5907 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

maziyarpanahi/openmed · 5,376 stars · license Apache-2.0 · pushed 2026-09-24 · branch master

API

GET https://markdownregistry.com/api/v1/artifacts/art_jyej3zyu7ey62aum
GET https://markdownregistry.com/api/v1/resolve?ref=maziyarpanahi/openmed/auditing-subgroup-fairness
GET https://markdownregistry.com/api/v1/blob/07f38d8255bc3c7cb28888d38f415990a12c2f03e1b8355fdf5241d883e25335

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