{"id":"W3000694060","doi":"10.1097/upj.0000000000000131","title":"Impact of a Preoperative Safety Checklist on Perioperative Quality Outcomes and Operative Efficiency","year":2020,"lang":"en","type":"article","venue":"Urology Practice","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Checklist; Perioperative; Fiscal year; Patient safety; Quarter (Canadian coin); Morning; Emergency medicine; Adverse effect; Surgery; Health care; Internal medicine; Finance","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009272073,0.000223112,0.0002639319,0.001611789,0.0005233877,0.001287727,0.0006343905,0.0002803093,0.003371518],"category_scores_gemma":[0.03836273,0.0002219091,0.0005281976,0.0009678242,0.0004965786,0.000937973,0.00167299,0.0007124895,0.000304789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003585241,"about_ca_system_score_gemma":0.01058135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01609708,"about_ca_topic_score_gemma":0.0278,"domain_scores_codex":[0.9940343,0.001773746,0.0009432096,0.0003363143,0.00199664,0.0009157171],"domain_scores_gemma":[0.9193409,0.01218312,0.04696922,0.001595645,0.01146154,0.008449482],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005929098,0.000334123,0.943755,0.0002673897,0.0001165795,0.00005026586,0.0002441744,0.0004900863,0.0004229448,0.00007776052,0.004207949,0.04944077],"study_design_scores_gemma":[0.00002666128,0.000629752,0.9965623,0.0001350724,0.00002596127,0.00005763667,0.000412525,0.0002852269,0.0002323429,0.00002498729,0.00159724,0.00001025483],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9912934,0.0005990413,0.0005596378,0.00308943,0.000141441,0.0001554902,0.001271415,0.00007507712,0.002815038],"genre_scores_gemma":[0.9959319,0.0003924032,0.001208145,0.0004673332,0.000108508,0.0001431752,0.001203536,0.00001126843,0.0005337622],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01609708,"threshold_uncertainty_score":0.04903597,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02918663685614386,"score_gpt":0.3871613618664578,"score_spread":0.357974725010314,"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."}}