{"slug":"brycewang-stanford-aer-referee-sim","source_name":"brycewang-stanford/aer-referee-sim","name":"Brycewang Stanford/Aer Referee Sim","description":"Use when a complete draft exists and needs an adversarial internal review before submission — simulating the AER desk screen and three referee reports with calibrated severity, scoring the paper against the editorial rubric, and producing a prioritized revise list. Apply after aer-consistency passes and before aer-submission; rerun until the simulated verdict is at least major R&R.","version":1,"lift":{"pass_rate_delta_pts":50,"pass_rate_pct":72.7,"total_cases":22,"passed_cases":16,"tokens_delta_pct":146.1,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-08T23:07:28.677858+00:00"},"skill_score":null,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":50,"with_pass_pct":72.7,"without_pass_pct":22.7,"tokens_delta_pct":146.1,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":19,"verdict":"mixed","never_hurt":false,"completed_at":"2026-08-08T23:07:28.677858+00:00","run_id":"056b98db-b99d-4d8c-ae8a-507502e49330","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":"779f79b6cd894fa3802677ccb3d158adff927a8299ca5016a18dad2db50926eb","raw_url":"https://app.decimal.ai/s/brycewang-stanford-aer-referee-sim/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/brycewang-stanford-aer-referee-sim"}