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pho-algorithmic-audits

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Solve Public Health Observatory portal audits from analysis_request.json and answer_template.json, especially exact protocol IDs PHO_STATE_TRANSPORT_AUDIT_V1, PHO_COUNTY_MEDIATION_TRANSPORT_V1, PHO_STATE_ROBUSTNESS_TRANSPORT_V1, PHO_COUNTY_PANEL_TRANSPORT_V1, and country burden revision PCA or clustering audits. Use for Web-only PHO tasks requiring release resolution, cohort construction, clustered models, nested validation, bootstrap checkpoints, conformal calibration, PCA clustering, perturbation audits, and controlled JSON decisions.

experiments/codex_skill_creator_comparison_gpt5_5_xhigh/reports/skills/task_group_023/fewshot/deepagents/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 Audits

Use this skill for Public Health Observatory tasks that provide an `analysis_request.json`, an `answer_template.json`, and a portal base URL. Produce the requested JSON answer only; do not add prose around it.

## Core Rule

Treat the future request as the only source of task-local bindings. Do not reuse solved values, entity lists, year ranges, measures, seeds, grids, thresholds, labels, or classifications from prior examples. Recompute every requested field from the authorized portal data and the effective request.

If a request has one of the exact supported protocol IDs, read [references/protocol-methods.md](references/protocol-methods.md) and apply that profile. If there is no protocol ID but the task is a PHO country burden revision, PCA, clustering, or panel audit, use the country burden section in the same reference.

## Workflow

1. Parse `analysis_request.json` and `answer_template.json`.
2. Resolve an effective request before data access or computation. Direct keys bind by exact name. Keys ending in `_overrides` target the same canonical section after removing only that suffix. Recursively merge objects, replace arrays in full, replace scalars at the exact path, and reject unknown targets or incompatible types.
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