{"id":"W4296324445","doi":"10.1097/sla.0000000000005695","title":"The Operating Room Black Box: Understanding Adherence to Surgical Checklists","year":2022,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"","keywords":"Checklist; Medicine; Debriefing; Patient safety; Compliance (psychology); Quality management; Quality (philosophy); Medical emergency; Referral; Workflow; Emergency medicine; Nursing; Medical education; Operations management; Health care; Psychology; Database","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02096266,0.0003913247,0.0002757548,0.002084291,0.000617461,0.002389048,0.0008897738,0.0007410764,0.001059769],"category_scores_gemma":[0.0842049,0.0004079338,0.0005145386,0.0007298576,0.001302237,0.003858139,0.003347844,0.001409731,0.0002396809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001406058,"about_ca_system_score_gemma":0.003129654,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004973193,"about_ca_topic_score_gemma":0.007105146,"domain_scores_codex":[0.9833408,0.009835803,0.001632066,0.0008212941,0.003483322,0.0008867647],"domain_scores_gemma":[0.9236624,0.03311317,0.03106007,0.003294971,0.006911026,0.001958439],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001430402,0.0002068152,0.8840297,0.0002909092,0.00007020834,0.00009364465,0.01369267,0.000450444,0.0004856842,0.0004938517,0.001787175,0.09825575],"study_design_scores_gemma":[0.00001635355,0.0006628591,0.9628353,0.000836398,0.00006049243,0.0003973121,0.01771964,0.005843488,0.001068516,0.001082825,0.009405361,0.00007144123],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9775774,0.001019432,0.01204833,0.002709575,0.00008172249,0.0002279517,0.0002854599,0.00012339,0.005926787],"genre_scores_gemma":[0.988475,0.0004746123,0.009916042,0.0003453595,0.00003936015,0.0001106338,0.0001991081,0.0000196036,0.0004202969],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02096266,"threshold_uncertainty_score":0.1108624,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6033361769582882,"score_gpt":0.494423808341502,"score_spread":0.1089123686167863,"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."}}