{"id":"W2998140421","doi":"10.1002/bjs.11321","title":"Variation in global uptake of the Surgical Safety Checklist","year":2020,"lang":"en","type":"article","venue":"British journal of surgery","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":96,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"National Institute for Health and Care Research; Edwards Lifesciences; GlaxoSmithKline","keywords":"Medicine; Checklist; Odds ratio; Perioperative; Confidence interval; Patient safety; Surgery; Internal medicine; Health care","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":[],"consensus_categories":[],"category_scores_codex":[0.001672711,0.00005615103,0.0003133937,0.00002980856,0.0001318577,0.000001215513,0.0001498616,0.0001110252,0.0003093904],"category_scores_gemma":[0.002092714,0.00004946717,0.0001658247,0.0004347429,0.00005294428,0.0001338614,0.00004208409,0.000500561,0.000009767321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001047817,"about_ca_system_score_gemma":0.0007392972,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001076379,"about_ca_topic_score_gemma":0.00005218049,"domain_scores_codex":[0.9975857,0.0004946632,0.001268509,0.00008067986,0.0003871063,0.0001833103],"domain_scores_gemma":[0.9981201,0.0004527471,0.001014446,0.00007312604,0.0001977551,0.0001417764],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007946528,0.0002957653,0.9287469,0.0003117723,0.0000647376,0.0003753656,0.00256374,0.0003493523,0.00008802976,0.0009106405,0.02699698,0.03850202],"study_design_scores_gemma":[0.0006494949,0.000009660453,0.9292148,0.0007262201,0.00001062168,0.0001000798,0.000289945,0.0000328157,0.00000296546,0.00009721974,0.06882495,0.00004126866],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9794744,0.0006612599,0.0005443644,0.01384851,0.001636071,0.0001799554,0.00006832883,0.000008914759,0.003578249],"genre_scores_gemma":[0.9980149,0.0005635502,0.00006384483,0.0009678362,0.0003147636,0.000002161783,0.000004533364,0.000005239294,0.00006312606],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04182798,"threshold_uncertainty_score":0.3387608,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07368024022425076,"score_gpt":0.3527176058573289,"score_spread":0.2790373656330781,"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."}}