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pho-registered-audits

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Solve Public Health Observatory registered audit tasks that use a TASK_ENV_BASE_URL portal plus analysis_request.json and answer_template.json. Use this skill for state, county, or country Observatory algorithmic audits involving release/cohort resolution, fixed effects, GMM, ridge or elastic-net validation, wild cluster bootstrap, conformal calibration, PCA clustering, source perturbation, sensitivity surfaces, or controlled JSON decisions.

experiments/codex_skill_creator_comparison_gpt5_5_xhigh/reports/skills/task_group_023/fewshot/opencode/fewshot_attempt_02/SKILL.md

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# Public Health Observatory Registered Audits

## Operating Rule

Use only the future task's prompt, `analysis_request.json`, `answer_template.json`, and the authorized Public Health Observatory portal. Do not reuse values from examples or prior runs. The template controls the final JSON shape, key names, enum values, ordering, booleans, and numeric precision.

Read [references/methods.md](references/methods.md) before computing modules. Import [scripts/pho_audit_utils.py](scripts/pho_audit_utils.py) when deterministic portal download, release selection, matrix algebra, bootstrap PRNG, PCA, k-means, conformal ranks, or rounding helpers would reduce implementation risk.

## Workflow

1. Read the prompt and both payload files completely. Replace `<TASK_ENV_BASE_URL>` with the actual base URL from the task environment.
2. Freeze one effective request before data access. Apply direct request keys and any `*_overrides` by exact-path deep merge: objects merge recursively, arrays replace whole arrays, scalars replace exact paths, and unknown targets are errors.
3. Download evidence from the portal through `/download?dataset=<name>&format=csv` plus query filters. Use `/catalog` and `/methodology` only to confirm schema, filters, current policy, and identifier semantics.
4. Resolve releases independently for each requested geography, year, measure, value type, source, and status. Select by the effective revision priority; treat suppressed, invalid, withdrawn, blank, and null analytic values as unavailable, never as zero.