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pho-algorithmic-audit

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Solve Public Health Observatory (PHO) algorithmic transport/audit tasks. Read the task prompt plus analysis_request.json and answer_template.json from the task's input/payloads/, pull evidence only from the read-only PHO web portal, resolve one effective request, run the registered multi-module audit with exact reproducible numerics, and return exactly one JSON object conforming to answer_template.json. Use when a task names the PHO portal (<TASK_ENV_BASE_URL>), carries a PHO_* protocol_id and a declared set of audit modules in analysis_request.json, and asks for a single JSON answer conforming to an answer_template.json contract.

experiments/claude_code_glm_5_2_max/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 Audit

This skill solves the PHO "algorithmic transport / robustness audit" family of tasks. Every
task in the family has the same shape: a business question, a read-only evidence portal, an
`analysis_request.json` that registers a `protocol_id` plus ordered audit modules, an
`answer_template.json` that fixes the response contract, and a demand for **exactly one JSON
object** with no surrounding narrative.

The method is reusable; only the task-local bindings (entities, measures, years, geography,
sources, seeds, grids, cutoffs, output vocabulary) change per request. **Never carry solved
analytical values from one task into another** — recompute everything from the effective
request and the portal evidence.

## When to use this skill
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