{"slug":"brycewang-stanford-ajps-replication-and-verification","source_name":"brycewang-stanford/ajps-replication-and-verification","name":"Brycewang Stanford/Ajps Replication And Verification","description":"Use when building the replication package for an American Journal of Political Science (AJPS) manuscript. AJPS is famous for MANDATORY third-party PRE-publication verification — an independent verifier re-runs your deposited code and confirms it reproduces the numerical results in the main text before the article is published, with materials deposited to the AJPS Dataverse on Harvard Dataverse. Prepares the package; it does not waive requirements.","version":1,"lift":{"pass_rate_delta_pts":45.45,"pass_rate_pct":100,"total_cases":22,"passed_cases":22,"tokens_delta_pct":18,"turns_delta_pct":0,"verdict":"pass","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-15T15:24:37.561783+00:00"},"skill_score":1,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":45.45,"with_pass_pct":100,"without_pass_pct":54.5,"tokens_delta_pct":18,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":22,"verdict":"pass","never_hurt":true,"completed_at":"2026-08-15T15:24:37.561783+00:00","run_id":"23809ff7-6a31-4170-b558-5c60c5096eb5","version_number":1,"is_latest_version":true,"gate":null}],"trust":{"skill_safety":"passed","safety_status":"clean","intent_verdict":"safe","content_status":"clean","indexable":true},"license":"MIT","install_count":0,"manifest_hash":"05539783b602bdebb942a00930a2a129eef91662b598aa700febf502799a589a","raw_url":"https://app.decimal.ai/s/brycewang-stanford-ajps-replication-and-verification/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/brycewang-stanford-ajps-replication-and-verification"}