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pho-audit

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Complete reproducible algorithmic audits for the Public Health Observatory (PHO). Use this skill when the user presents a PHO analysis request with a protocol_id, an answer_template.json, and a task-environment base URL for retrieving public health data. Covers state-level, county-level, and country-level audits across longevity, mediation, burden stratification, and weighted-robustness protocols. Handles release resolution, cohort construction, cross-validated regularized regression, jackknife and wild bootstrap inference, grouped conformal calibration, PCA trajectory clustering, sensitivity surfaces, source perturbation, and controlled decision gates.

experiments/codex_skill_creator_comparison_deepseek_v4_pro_max/reports/skills/task_group_023/fewshot/deepagents/fewshot_attempt_02/SKILL.md

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Oct 29, 2026
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# PHO Audit

## Overview

This skill enables a solver to execute Public Health Observatory algorithmic audits end to end: resolve data releases from the PHO web portal, construct analytic cohorts, run registered statistical modules, and produce an answer JSON that conforms to the supplied template.

Every PHO audit follows the same high-level sequence. Understand the request contract, resolve data, build cohorts, execute modules in registered order, and apply controlled decision rules.

## Portal API

Base URL is supplied as `<TASK_ENV_BASE_URL>` in the prompt. All endpoints are read-only GETs with no credentials.

See [references/api-endpoints.md](references/api-endpoints.md) for the full endpoint catalog, query parameters, response shapes, and field-level rules for release selection, revision priority, and value validity.