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experiments/claude_code_deepseek_v4_pro_max/reports/skills/task_group_023/fewshot/fewshot_attempt_03/SKILL.md

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# PHO Algorithmic Audit Skill

## Purpose

Execute Public Health Observatory (PHO) registered algorithmic audits. Given an
`analysis_request.json` and an `answer_template.json`, access the read-only PHO
data portal, resolve publication records, construct analytic cohorts, run every
declared audit module in its registered order, evaluate controlled business
predicates, and return one completed JSON object conforming to the template.

This skill describes the reusable method. Every entity identifier, measure code,
time coordinate, source filter, random seed, hyperparameter grid value, business
cutoff, and output label is drawn from the effective request — never carried
across invocations.
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