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public-health-observatory-audits

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Use this skill for Public Health Observatory tasks that require solving registered state, county, or country audit analyses from a read-only PHO Web portal and returning a strict JSON answer_template result. Trigger on prompts mentioning PHO, Public Health Observatory, protocol_id values such as PHO_STATE_TRANSPORT_AUDIT_V1, PHO_COUNTY_MEDIATION_TRANSPORT_V1, PHO_STATE_ROBUSTNESS_TRANSPORT_V1, PHO_COUNTY_PANEL_TRANSPORT_V1, or country burden revision audits, especially when the task asks for publication/cohort resolution, jackknife, nested ridge or elastic-net, wild bootstrap, grouped conformal calibration, PCA clustering, source perturbation, or controlled decisions.

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

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Network or broad shell
Last checked
Nov 11, 2026

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121
Repository last updated
Oct 29, 2026
License
Apache-2.0

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# Public Health Observatory Audits

Use this skill to solve PHO audit prompts from the supplied portal and payload files. The task is usually graded as exact structured data, so prioritize deterministic evidence resolution, declared ordering, unrounded internal calculations, and exact JSON shape over narrative explanation.

## First Pass

1. Read the user's prompt, `analysis_request.json`, and `answer_template.json`.
2. Extract the portal base URL from the prompt. Do not hardcode a training URL.
3. Identify the workflow:
   - If `analysis_request.json` has a recognized `protocol_id`, read `references/protocol-workflows.md` and use only that exact protocol profile.
   - If there is no recognized `protocol_id` but the template is a country burden revision audit, read the country workflow in `references/protocol-workflows.md`.
   - For formulas, tie-breaking, PRNGs, PCA, clustering, and validation, read `references/statistical-methods.md`.
4. Resolve one effective request before fetching or computing data. Apply any direct keys and `_overrides` sections to the exact canonical target; deep-merge objects, replace arrays whole, replace scalars exactly, and reject unknown targets or type coercions.
5. Fetch portal evidence, preferably with CSV downloads:
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