Menu

Individual skill

public-health-observatory-audits

0upvotes

Solve Public Health Observatory portal audit tasks that provide 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_audit_v1 style requests. Use for deterministic publication/cohort resolution, grouped prediction audits, cluster bootstrap, conformal calibration, PCA/k-means stability, source perturbation, mediation, GMM, and controlled JSON decisions.

experiments/codex_skill_creator_comparison_gpt5_5_xhigh/reports/skills/task_group_023/fewshot/deepagents/fewshot_attempt_01/SKILL.md

Read pinned source

Source commit 5082a777379156a048881e94940d640702e5e09a

What was checked

Matches the observed repository HEAD
Yes
Scanner rules are current
No
Repository scan complete
No
Skill scan complete
No
Observed behavior
Not checked yet
Last checked
Nov 6, 2026

These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.

Install this skill

Choose an agent in your Stack or copy a command below. Commands fetch the pinned commit and copy only this skill directory. Existing destinations are refused. Copying a command does not install anything.

An install command is unavailable: current rules, complete repository and skill scans, an eligible behavior level and a permitted license are required.

Repository context

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

Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.

Files and excerpt

File metadata and permitted, redacted excerpts come from the recorded scan. Source links are pinned to that commit.

Browse files
Read excerpt

# Public Health Observatory Audits

## Core Workflow

1. Read the user prompt, `analysis_request.json`, and `answer_template.json` before fetching data. The request and template are the only output contract for the current invocation.
2. Extract the portal base URL from the prompt or environment instructions. Fetch only the allowed Observatory endpoints. A helper is available at [scripts/pho_audit_utils.py](scripts/pho_audit_utils.py).
3. Resolve one effective request before any computation. If a future request includes overrides, apply exact-key recursive object merges, full-array replacement, scalar replacement at exact paths, and no inferred aliases or type coercion.
4. Bind all entities, years, measures, source filters, feature orders, random seeds, grids, thresholds, output names, precision, and controlled labels from the active request and template. Never reuse values from examples or prior answers.
5. Resolve publication records independently for each requested series. Apply the declared status, value type, source type, quality, revision, release-time, and record-id rules. Treat suppressed, invalid, blank, and null analytic values as unavailable, never as zero.
6. Build the declared cohorts only after publication resolution. Preserve the requested entity, year, cluster, feature, fold, grid, checkpoint, and source-group orders; do not sort aligned arrays independently.
7. Execute every registered module, even when an early gate appears to fail. Evaluate gates on unrounded values, then round only reported numbers using the template precision.
8. Return exactly one JSON object matching the template. Do not add narrative. Do not add `protocol_registry_record` or other provenance unless the active template explicitly requires it.

## Protocol Methods