Individual skill

pho-audit

Public Health Observatory algorithmic audit execution using the PHO read-only web API. Provides the complete reusable method catalog, data-resolution protocol, statistical module specifications (fixed-effects, ridge/elastic-net CV, wild-cluster bootstrap, grouped conformal calibration, trajectory PCA, source perturbation, GMM mediation, sensitivity surfaces, and controlled decision gates), plus the protocol override and contract-resolution system. Use when a future request references a registered PHO protocol_id, an answer_template.json contract, or an analysis_request.json with a geography_scope, study years, audit modules, and robustness gates; or when the task involves accessing the PHO portal endpoint catalog, resolving publication records by revision precedence, constructing balanced-cohort panels, or running any combination of the registered statistical audit modules against PHO evidence.

experiments/codex_skill_creator_comparison_deepseek_v4_pro_max/reports/skills/task_group_023/fewshot/codex/fewshot_attempt_01/SKILL.md

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# PHO Algorithmic Audit Skill

Execute registered Public Health Observatory algorithmic audits from an
`analysis_request.json` contract through the PHO read-only web portal.

## Quick start

1. Read the analysis request and answer template.
2. Resolve every `TASK_ENV_BASE_URL` or explicit URL to the PHO portal root.
3. Fetch `/catalog` and relevant geography listings.
4. For each requested dataset and measure, fetch data using the request's
   filter, value-type, and release-status specifications.
5. Select the single best record per entity-time-measure key using **revision,
   then release timestamp, then record-id** precedence (descending).