Individual skill
pho-audit-protocols
Complete multi-module algorithmic audit protocols for the Public Health Observatory data portal. Use when a task requires running registered PHO protocol modules (fixed-effects jackknife, nested ridge/elastic-net CV, wild cluster bootstrap, grouped conformal, trajectory PCA+k-means, source perturbation, or controlled decision gates) against the read-only PHO web portal at the task environment base URL. Covers state, county, and country-level analyses with deterministic PRNGs, release resolution, and audit-grade reproducibility requirements.
experiments/codex_skill_creator_comparison_deepseek_v4_pro_max/reports/skills/task_group_023/fewshot/codex/fewshot_attempt_03/SKILL.md
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SKILL.mdcore · 4,731 bytesSKILL.mdcore · 4,731 bytesSKILL.mdcore · 4,731 bytesSKILL.mdcore · 4,731 bytesagents/openai.yamlasset · 300 bytesreferences/module_catalog.mddoc · 9,452 bytesreferences/portal_api.mddoc · 5,844 bytesreferences/release_resolution.mddoc · 1,600 bytesscripts/cluster.pyruns · 6,033 bytesscripts/conformal.pyruns · 3,699 bytesscripts/ols.pyruns · 11,093 bytesscripts/pca.pyruns · 4,875 bytesscripts/prng.pyruns · 2,949 bytesscripts/ridge.pyruns · 8,166 bytes
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# PHO Audit Protocols
Execute multi-module algorithmic audits using the Public Health Observatory (PHO) read-only data portal.
## Workflow
1. Read the task prompt and the attached analysis_request.json and answer_template.json.
2. Download all required datasets from the portal as CSV via `GET /download?dataset={name}&format=csv`.
Base URL is `<TASK_ENV_BASE_URL>` from the prompt.
3. Resolve releases: for each (entity, year, measure, filter) combination, select greatest
revision, then latest released_at, then lowest record id. See [references/release_resolution.md](references/release_resolution.md).
4. Build the cohort(s) specified by the request (balanced, broad, dual-source, primary, etc.).
5. Execute every audit module in the order declared by the request.
6. Apply the controlled decision gate evaluation.