Individual skill

pho-algorithmic-audit

Solve Public Health Observatory (PHO) registered algorithmic audit tasks. Fetch evidence from the read-only PHO Web portal, resolve final releases/revisions, build cohorts, run the declared deterministic statistical modules in order, apply the controlled decision, and emit exactly one JSON object conforming to answer_template.json. Use when a task provides analysis_request.json + answer_template.json and references the PHO portal (TASK_ENV_BASE_URL), asking for a reproducible multi-module audit (release/cohort resolution, regression/ridge/elastic-net, wild bootstrap, conformal, PCA/clustering, perturbation/sensitivity/mediation) ending in a controlled classification.

experiments/claude_code_glm_5_2_max/reports/skills/task_group_023/fewshot/fewshot_attempt_01/SKILL.md

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Last checked: Nov 11, 2026

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Repository stars (not skill ratings): 121
Repository last updated: Oct 29, 2026
License: Apache-2.0

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SKILL.mdcore · 8,831 bytes
references/module_methods.mddoc · 17,511 bytes
references/portal.mddoc · 9,565 bytes
references/reporting_and_decision.mddoc · 5,697 bytes
references/request_and_release.mddoc · 7,470 bytes

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# PHO Algorithmic Audit

This skill solves **Public Health Observatory (PHO) registered algorithmic audit**
tasks. Every such task asks the same thing in different clothing: pull auditable
evidence from the read-only PHO Web portal, resolve one final publication per
declared key, build the declared cohorts, run a fixed sequence of deterministic
statistical modules, evaluate controlled decision gates, and return **one JSON
object** that conforms exactly to `answer_template.json`.

The method is reusable. The numbers are not. Re-derive every value for the
invocation at hand from the portal and the effective request — never carry a
solved coefficient, p-value, entity list, count, or classification across tasks.

## When to activate