{"id":"W2995567398","doi":"10.1503/cjs.019318","title":"A Canadian strategy for surgical quality improvement","year":2019,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; University of Manitoba; Canadian Medical Protective Association; Dalhousie University; University of Toronto; University of British Columbia","funders":"","keywords":"Medicine; Quality management; Standardization; Quality (philosophy); Patient safety; Process management; Medical education; Medical emergency; Operations management; Health care","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.02249756,0.002454578,0.001005058,0.006044719,0.0105184,0.01038162,0.005224833,0.01255455,0.01734126],"category_scores_gemma":[0.02776846,0.0007892979,0.00213958,0.004238495,0.005014077,0.003485756,0.009081664,0.01844849,0.004864206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1242854,"about_ca_system_score_gemma":0.621699,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9293919,"about_ca_topic_score_gemma":0.9205598,"domain_scores_codex":[0.9558881,0.002809216,0.001615295,0.001956816,0.03124534,0.006485329],"domain_scores_gemma":[0.9262491,0.001469009,0.001115986,0.001026611,0.0517046,0.01843464],"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":[0.00002233318,0.00004965485,0.0004954983,0.0002246173,0.00003384475,0.00008154845,0.0002227707,0.0002841314,0.0001856444,0.03014677,0.9378548,0.03039828],"study_design_scores_gemma":[0.00004870309,0.00004045183,0.002307257,0.000532466,0.00002723752,0.00005569663,0.0003069064,0.0004463235,0.0001094831,0.002942701,0.9931416,0.00004128288],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.0007254029,0.01135795,0.003101075,0.9041163,0.01811837,0.0004514749,0.001495371,0.0004726048,0.06016143],"genre_scores_gemma":[0.06117175,0.04051863,0.05160164,0.5848007,0.01021644,0.001335819,0.008676355,0.0005983859,0.2410803],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1242854,"threshold_uncertainty_score":0.9017576,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05392366268956602,"score_gpt":0.3025734981490563,"score_spread":0.2486498354594903,"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."}}