{"id":"W2148839202","doi":"10.1503/cmaj.100356","title":"The case for checklists","year":2010,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Innovations in Medical Education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Checklist; Manifesto; HERO; Computer science; Shetland; World Wide Web; Library science; Political science; Psychology; Artificial intelligence; Law; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2026544,0.001208095,0.001441296,0.00570291,0.01451598,0.01983351,0.008276865,0.02132267,0.0340912],"category_scores_gemma":[0.4130639,0.001709529,0.001919549,0.00421557,0.07412437,0.05196593,0.02603002,0.02808826,0.007443386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0119669,"about_ca_system_score_gemma":0.03392197,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01375893,"about_ca_topic_score_gemma":0.01216375,"domain_scores_codex":[0.7834485,0.1381796,0.01116279,0.01494685,0.03933788,0.01292446],"domain_scores_gemma":[0.529671,0.2792399,0.02328523,0.08175485,0.06031386,0.02573521],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003826809,0.00002340107,0.001161978,0.0003322857,0.00002086547,0.0005969379,0.0103136,0.0001381756,0.00008254194,0.8380615,0.119422,0.02980845],"study_design_scores_gemma":[0.00005040195,0.00003719789,0.0005003016,0.002447644,0.00001754218,0.001204027,0.007447736,0.0002461447,0.0001198492,0.3189563,0.6688979,0.0000749987],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00553635,0.008057426,0.04950398,0.766957,0.005573811,0.0003484148,0.0003044264,0.0007470853,0.1629715],"genre_scores_gemma":[0.3624892,0.007850751,0.09955443,0.4436667,0.007806999,0.00299677,0.0008555953,0.002693711,0.07208586],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2026544,"threshold_uncertainty_score":0.9832691,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007571521536831911,"score_gpt":0.3010276627887974,"score_spread":0.2934561412519655,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}