{"id":"W4385683744","doi":"10.1097/sla.0000000000006077","title":"Quality and Outcome Assessment for Surgery","year":2023,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Benchmarking; Quality (philosophy); Outcome (game theory); Quality assessment; Family medicine; General surgery; Management; Pathology; External quality assessment","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02769746,0.0006158008,0.0008942654,0.003763549,0.001000208,0.003933243,0.0008894407,0.001118161,0.01563575],"category_scores_gemma":[0.07527195,0.0001190974,0.0009477915,0.002602747,0.001028459,0.001934073,0.003304672,0.003467527,0.002218369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00430085,"about_ca_system_score_gemma":0.006958759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002601638,"about_ca_topic_score_gemma":0.00236153,"domain_scores_codex":[0.9763607,0.01120579,0.003083701,0.0007648982,0.007725511,0.0008594738],"domain_scores_gemma":[0.9551616,0.01443515,0.007575101,0.001393838,0.01788492,0.003549464],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000294956,0.0002163394,0.02176891,0.002926704,0.0002903798,0.00004144145,0.0005415231,0.0004625229,0.0001365129,0.02237988,0.4760884,0.4748523],"study_design_scores_gemma":[0.0002549439,0.0009865122,0.119835,0.02235903,0.0003959359,0.0004809255,0.001339532,0.001609836,0.0006926954,0.04367074,0.8082241,0.0001507118],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02054758,0.2596563,0.0227701,0.5120242,0.06018165,0.001262322,0.00918974,0.0003720475,0.1139961],"genre_scores_gemma":[0.5552702,0.2134785,0.03984123,0.07606225,0.0577029,0.004448082,0.02041375,0.0004881624,0.03229499],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9723026,"threshold_uncertainty_score":0.1464799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5883946478304699,"score_gpt":0.4880057936901478,"score_spread":0.1003888541403221,"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."}}