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pho-observatory-algorithmic-audits

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Solve Public Health Observatory portal audit tasks that provide an analysis_request.json and answer_template.json, including state, county, and country statistical audits with strict JSON output contracts.

experiments/codex_gpt5_5_xhigh/reports/skills/task_group_023/fewshot/fewshot_attempt_03/SKILL.md

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Oct 29, 2026
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Apache-2.0

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# Public Health Observatory Algorithmic Audits

## When To Use

Use this skill when the task asks for a Public Health Observatory audit using the portal at `<TASK_ENV_BASE_URL>` and staged payloads such as `analysis_request.json` and `answer_template.json`. It covers:

- State algorithmic transport audits with `protocol_id` `PHO_STATE_TRANSPORT_AUDIT_V1`.
- County mediation transport audits with `protocol_id` `PHO_COUNTY_MEDIATION_TRANSPORT_V1`.
- State reliability-weighted robustness audits with `protocol_id` `PHO_STATE_ROBUSTNESS_TRANSPORT_V1`.
- County panel dynamics audits with `protocol_id` `PHO_COUNTY_PANEL_TRANSPORT_V1`.
- Country burden/revision audits whose request has country labels, burden indicators, a life-expectancy panel outcome, PCA/clustering, and a country-burden answer template.

Do not reuse solved numeric values, cohort memberships, classifications, seeds, thresholds, grids, or labels from previous tasks. Bind all entities, variables, years, filters, orders, randomization settings, decision cutoffs, and output names from the active request and template.
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