{"id":"W2964599576","doi":"10.1136/bmj.l4700","title":"Is WHO’s surgical safety checklist being hyped?","year":2019,"lang":"en","type":"article","venue":"BMJ","topic":"Healthcare Quality and Management","field":"Health Professions","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Checklist; Medicine; Psychology","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":[0.06031049,0.0007512537,0.002627545,0.003395568,0.006365639,0.01078283,0.003775344,0.02524634,0.02012647],"category_scores_gemma":[0.429531,0.001335383,0.002827162,0.003118978,0.01941949,0.02446382,0.004438154,0.03190949,0.007103114],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008513669,"about_ca_system_score_gemma":0.02842864,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02740377,"about_ca_topic_score_gemma":0.04122189,"domain_scores_codex":[0.9326105,0.03252591,0.009539901,0.003611789,0.01815677,0.003555135],"domain_scores_gemma":[0.6166512,0.231255,0.03681264,0.007764847,0.07898001,0.02853618],"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":[0.0001851722,0.0001646367,0.005890557,0.004767397,0.0003040344,0.0002553498,0.003018123,0.00007286795,0.0001705538,0.01148187,0.8343524,0.139337],"study_design_scores_gemma":[0.0004740242,0.0006545334,0.01146152,0.05607663,0.0007456494,0.001195335,0.03108269,0.0002639975,0.0006529466,0.04245536,0.8544712,0.0004661227],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0003086635,0.01221362,0.0002259303,0.9750358,0.009845783,0.0000126411,0.00006082305,0.00002382988,0.002272808],"genre_scores_gemma":[0.01810122,0.0492438,0.001896932,0.9049602,0.02195011,0.0001585306,0.0001964366,0.000191769,0.003301027],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.06031049,"threshold_uncertainty_score":0.3189561,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1011248462999862,"score_gpt":0.4889130108084998,"score_spread":0.3877881645085136,"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."}}