{"slug":"brycewang-stanford-ajps-research-design","source_name":"brycewang-stanford/ajps-research-design","name":"Brycewang Stanford/Ajps Research Design","description":"Use when defending the research design of an American Journal of Political Science (AJPS) manuscript — causal identification for observational work, experimental and survey-experimental design, formal-empirical linkage, or case-based inference. AJPS reviewers are quantitatively demanding, so identification must license the claim being made. Strengthens the design; it does not write code.","version":1,"lift":{"pass_rate_delta_pts":21.74,"pass_rate_pct":82.6,"total_cases":23,"passed_cases":19,"tokens_delta_pct":39.7,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-15T15:33:19.061691+00:00"},"skill_score":0.8261,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":21.74,"with_pass_pct":82.6,"without_pass_pct":60.9,"tokens_delta_pct":39.7,"turns_delta_pct":0,"total_cases":23,"cases_aggregated":23,"verdict":"mixed","never_hurt":true,"completed_at":"2026-08-15T15:33:19.061691+00:00","run_id":"2b93aca8-98d3-4ab9-9cdc-35520d5489e1","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":"322b7e29edbd348108e0be6cb6520b6aacedab00e449a05069ee34abf51edb4a","raw_url":"https://app.decimal.ai/s/brycewang-stanford-ajps-research-design/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/brycewang-stanford-ajps-research-design"}