{"id":"W2401442786","doi":"10.1213/ane.0000000000001320","title":"Pilots Use Checklists, Why Don’t Anesthesiologists? The Future Lies in Resilience","year":2016,"lang":"en","type":"letter","venue":"Anesthesia & Analgesia","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Patient safety; Medicine; Anesthesiology; Mistake; Checklist; Incident report; Near miss; Aviation; Medical emergency; Specialty; Teamwork; Safety culture; Health care; Psychology; Engineering; Family medicine; Psychiatry; Management; Forensic engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01518821,0.0009013721,0.001074856,0.001507116,0.004914897,0.01452463,0.002931989,0.01101761,0.01288099],"category_scores_gemma":[0.1038147,0.0009017804,0.001074089,0.001222002,0.01007326,0.01983698,0.005552294,0.01968234,0.006004469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00330425,"about_ca_system_score_gemma":0.006111695,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002880228,"about_ca_topic_score_gemma":0.006925951,"domain_scores_codex":[0.985067,0.007413102,0.001338799,0.001301888,0.003834711,0.001044428],"domain_scores_gemma":[0.8961327,0.06799676,0.006595988,0.004084426,0.0174012,0.007788905],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004140745,0.00005940894,0.001716251,0.0007681525,0.00004000439,0.0002765621,0.006122013,0.00004812257,0.0001904946,0.00612386,0.8788015,0.1058122],"study_design_scores_gemma":[0.00002537837,0.00007483936,0.001763757,0.001643993,0.00002938922,0.0005779659,0.00679408,0.00006365651,0.00009975419,0.006304307,0.9825553,0.00006765805],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001615229,0.02696454,0.00194403,0.872877,0.09103229,0.00002609148,0.00005196849,0.0002192134,0.005269574],"genre_scores_gemma":[0.03845209,0.09872337,0.004342339,0.6913437,0.1505947,0.0001570568,0.0002166898,0.0007911671,0.01537887],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01518821,"threshold_uncertainty_score":0.08032393,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04890131129837962,"score_gpt":0.3417050395711689,"score_spread":0.2928037282727893,"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."}}