{"slug":"brycewang-stanford-aer-consistency","source_name":"brycewang-stanford/aer-consistency","name":"Brycewang Stanford/Aer Consistency","description":"Use when auditing a finished or near-finished AER, AER:Insights, or AEJ manuscript for internal consistency: headline numbers across abstract, introduction, results, and tables; sample sizes; log-point and percentage-point conversions; cross-references; and in-text-citation/bibliography matching. Apply after the body and exhibits exist, before aer-referee-sim and aer-submission.","version":1,"lift":{"pass_rate_delta_pts":31.82,"pass_rate_pct":72.7,"total_cases":22,"passed_cases":16,"tokens_delta_pct":102.6,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-08T23:05:37.307637+00:00"},"skill_score":0.7273,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":31.82,"with_pass_pct":72.7,"without_pass_pct":40.9,"tokens_delta_pct":102.6,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":21,"verdict":"mixed","never_hurt":true,"completed_at":"2026-08-08T23:05:37.307637+00:00","run_id":"9e7fb736-771b-40f0-b714-a0956e1b2a2c","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":"NOASSERTION","install_count":0,"manifest_hash":"65feb2a0f7986799a27a5d5d9e6dffb4737e554cfe3a2ea5ec3824fe48a8571e","raw_url":"https://app.decimal.ai/s/brycewang-stanford-aer-consistency/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/brycewang-stanford-aer-consistency"}