{"id":"W2900724234","doi":"10.1016/j.surg.2018.09.012","title":"A mixed methods study of challenges in the implementation and use of the surgical safety checklist","year":2018,"lang":"en","type":"article","venue":"Surgery","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":41,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University; Hospital for Sick Children; University of Toronto","funders":"University of Toronto","keywords":"Checklist; Medicine; Patient safety; Thematic analysis; Perioperative; Quality (philosophy); Medical emergency; Nursing; Surgery; Qualitative research; Health care; Psychology","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.004382553,0.00005626755,0.0001951599,0.00006207905,0.0001709713,3.772194e-7,0.00008175758,0.00005237168,0.00007566228],"category_scores_gemma":[0.00052541,0.00003061657,0.00003560845,0.0002138677,0.0001217198,0.00005830891,0.00006555019,0.000148651,0.000001387022],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001615784,"about_ca_system_score_gemma":0.0001056681,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003263178,"about_ca_topic_score_gemma":0.001670542,"domain_scores_codex":[0.9956617,0.003356828,0.000536578,0.0001113128,0.0001939087,0.000139612],"domain_scores_gemma":[0.9954476,0.003827056,0.0003523292,0.0002663961,0.00008207465,0.00002457279],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002147872,0.000426485,0.8443018,0.0001506892,0.00003577741,9.982634e-7,0.09772062,9.430222e-7,0.00006503124,0.001948292,0.001621206,0.05351333],"study_design_scores_gemma":[0.0004074519,0.00004402259,0.8923668,0.00005765035,0.00001325295,4.977696e-7,0.0728064,0.000006604046,0.0000610679,0.00006490547,0.03414162,0.00002974483],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954274,0.0001153529,0.00004618507,0.002868839,0.0004562125,0.0006065775,0.00001053673,0.000005359201,0.0004635117],"genre_scores_gemma":[0.9993624,0.0002768424,0.00009625623,0.0001091381,0.00004899662,0.00006044871,0.000005284103,0.00000432956,0.00003627551],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05348359,"threshold_uncertainty_score":0.1518914,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3340949794348737,"score_gpt":0.5223273452431714,"score_spread":0.1882323658082977,"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."}}