{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.003317132,0.00008579685,0.0002185526,0.00008382076,0.001706782,0.000002057898,0.0001933511,0.00004692442,0.0007567473],"category_scores_gemma":[0.0009412405,0.00006667871,0.00009873118,0.0004024465,0.00006810608,0.00007515893,0.0002068725,0.0004058013,0.0000801061],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007211396,"about_ca_system_score_gemma":0.000397401,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007486095,"about_ca_topic_score_gemma":0.00002154551,"domain_scores_codex":[0.9976956,0.0006400788,0.0006126934,0.0001755238,0.0004465542,0.0004295423],"domain_scores_gemma":[0.9961447,0.003011027,0.0003152749,0.0002599419,0.0001069118,0.000162161],"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":[0.000575088,0.0002841472,0.2558118,0.0002988502,0.0001227935,0.00005109914,0.02377654,0.002487205,0.0003141268,0.03113939,0.6795003,0.00563869],"study_design_scores_gemma":[0.0004597122,0.0001899158,0.04508881,0.000470329,0.00001260328,0.000004463649,0.05454889,0.0004505201,0.0003224694,0.001939941,0.8961481,0.0003642272],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9352465,0.0003416697,0.0007287178,0.04527756,0.001838599,0.0006018071,0.0000577427,0.00006913312,0.01583825],"genre_scores_gemma":[0.9943649,0.0001550501,0.00001599822,0.002594218,0.0001101534,0.0001276949,0.00002228811,0.00001192846,0.002597814],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2166478,"threshold_uncertainty_score":0.9995928,"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."}}