Individual skill

pho-algorithmic-audit

Solve Public Health Observatory algorithmic audit tasks by constructing cohorts from the portal, executing registered statistical modules (fixed-effects OLS, nested ridge/elastic-net CV, wild cluster bootstrap, grouped conformal, trajectory PCA clustering, sensitivity/perturbation), and applying controlled decision rules. Supports state, county, and country protocols.

experiments/codex_skill_creator_comparison_deepseek_v4_pro_max/reports/skills/task_group_023/fewshot/naive/fewshot_attempt_03/SKILL.md

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Oct 29, 2026
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Apache-2.0

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# PHO Algorithmic Audit Solver

Activate this skill when a Public Health Observatory task arrives with a
`protocol_id` from one of the supported families and a structured
`analysis_request.json` or similar contract. The skill provides reusable
algorithmic methods only; every entity, measure, time coordinate, source
binding, random seed, parameter grid, cutoff, and output label must come from
the effective future request.

## Supported Protocol Families

- `PHO_STATE_TRANSPORT_AUDIT_V1` -- state-level multi-module transport audit
- `PHO_COUNTY_MEDIATION_TRANSPORT_V1` -- county mediation transport audit
- `PHO_COUNTY_PANEL_TRANSPORT_V1` -- county panel dynamics audit