{"id":"W4210540890","doi":"10.1007/s00268-022-06444-w","title":"Surgical Outcomes in Canada and the United States: An Analysis of the ACS‐NSQIP Clinical Registry","year":2022,"lang":"en","type":"article","venue":"World Journal of Surgery","topic":"Hip and Femur Fractures","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sinai Health System; University of Toronto; University Health Network","funders":"National Institute on Aging","keywords":"Medicine; Comorbidity; Pancreatectomy; Colectomy; Cardiothoracic surgery; Cardiac surgery; Abdominal surgery; Retrospective cohort study; Surgery; Vascular surgery; General surgery; Esophagectomy; Perioperative; Odds ratio; Cohort; Emergency medicine; Internal medicine; Disease","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.001529116,0.0004158776,0.0006974745,0.003153519,0.001619608,0.001523635,0.001353657,0.0004929385,0.001197263],"category_scores_gemma":[0.006772467,0.0003638611,0.0006743839,0.01166972,0.0007846372,0.0005426166,0.00162652,0.0006434752,0.0001877104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01577076,"about_ca_system_score_gemma":0.02539982,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9668547,"about_ca_topic_score_gemma":0.9698205,"domain_scores_codex":[0.9973381,0.0002344738,0.0003011918,0.0004578986,0.001021394,0.0006468975],"domain_scores_gemma":[0.991071,0.0006222583,0.003389633,0.0004610349,0.003151765,0.001304406],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003459858,0.000008846518,0.9982468,0.00001490138,0.00005062309,0.0000276834,0.00007114891,0.00007646999,0.00001482379,0.00004580761,0.0007486239,0.0006596714],"study_design_scores_gemma":[0.000008342027,0.000008810407,0.9988154,0.00001911169,0.00002597703,0.00005307648,0.0002805313,0.000281777,0.00002131335,0.00001645674,0.0004624138,0.000006789436],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.970665,0.0006657887,0.000148737,0.000333919,0.00001510992,0.0000663571,0.02652662,0.00001936544,0.001559129],"genre_scores_gemma":[0.9843395,0.0004910436,0.0002117664,0.0001356071,0.00001205131,0.00004304059,0.01454004,0.00000902896,0.0002179549],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03314531,"threshold_uncertainty_score":0.1144254,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04054695378346367,"score_gpt":0.3200805881219839,"score_spread":0.2795336343385202,"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."}}