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experiments/codex_gpt5_5_xhigh/reports/skills/task_group_023/reflect-3/reflect-3_attempt_01/SKILL.md

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# Public Health Observatory Algorithmic Audit Skill

Use this skill when a task asks for a strict JSON audit using the Public Health Observatory portal and supplies a prompt, an `analysis_request.json`, and an `answer_template.json`.

## Core Approach

1. Read the prompt, request, and template before downloading data. Treat the request as the statistical protocol and the template as the output contract.
2. Use only the portal evidence source provided with the task. Do not use external data, inferred replacements, or unstated fallback values.
3. Build a local analysis script or notebook that can regenerate the complete answer from raw portal exports. Avoid manual copying of table values except for checking schema and methodology text.
4. Preserve every declared order exactly: years, states, counties, countries, divisions, feature orders, coefficient orders, lambda grids, fold orders, checkpoint replicates, source groups, and sensitivity grids.
5. Round only at final JSON emission. Keep all intermediate calculations in full floating-point precision.

## Release Resolution

Apply release filters exactly as declared.