Individual skill

pho-registered-audit

Complete a Public Health Observatory (PHO) registered algorithmic audit. Resolve final releases/revisions from the read-only PHO portal, build the declared cohorts, run the six registered audit modules deterministically (delete-one-cluster jackknife / two-step GMM, nested leave-group-out ridge or elastic-net, restricted-null wild cluster bootstrap-t, grouped split conformal, trajectory PCA + deterministic k-means, exhaustive source/year/group perturbation), apply the robustness gates, and emit exactly one JSON object conforming to answer_template.json. Use when a task names the PHO portal at <TASK_ENV_BASE_URL>, ships analysis_request.json + answer_template.json, and demands a reproducibility/transportability audit with a controlled decision.

experiments/claude_code_glm_5_2_max/reports/skills/task_group_023/self/self_attempt_01/SKILL.md

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Oct 29, 2026
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Apache-2.0

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# Public Health Observatory — Registered Algorithmic Audit

This skill completes any **PHO registered algorithmic audit** task. Every such task has the
same shape: a read-only portal is the sole evidence source; an `analysis_request.json`
declares the protocol (geography, years, outcome/exposure, cohorts, audit modules, gates,
decision rule); an `answer_template.json` fixes the response contract (keys, orders,
lengths, types, precision, enums). The domain varies (state longevity, county mediation,
country burden, state diabetes, county diabetes dynamics) but the **operating procedure is
constant**. Follow it exactly.

## What you receive
- `prompt.txt` — restates the gates and the submission constraint (one JSON object, no narrative).
- `payloads/analysis_request.json` — the protocol (the "what to compute").
- `payloads/answer_template.json` — the contract (the "how to format").