{"id":"W4225603582","doi":"10.1007/s12630-022-02219-y","title":"Troponin testing after noncardiac surgery: a population-based historical cohort study on variation and factors associated with testing in Ontario","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Anesthesia/Journal canadien d anesthésie","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; St. Michael's Hospital; University of Toronto","funders":"Canadian Institutes of Health Research; Department of Medicine, University of Toronto; University of Toronto; Heart and Stroke Foundation of Canada","keywords":"Medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0006241796,0.0004138089,0.0004588016,0.001092587,0.002417893,0.001332576,0.001318489,0.0006398545,0.001936237],"category_scores_gemma":[0.00211113,0.0007971078,0.000793435,0.003718305,0.001141472,0.0007354162,0.001112358,0.0008356491,0.0002597386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01328841,"about_ca_system_score_gemma":0.01064346,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9467878,"about_ca_topic_score_gemma":0.9662967,"domain_scores_codex":[0.9986677,0.0001258679,0.00008694017,0.0003287496,0.0003327889,0.0004580449],"domain_scores_gemma":[0.9972759,0.0001761328,0.0008600174,0.0001859416,0.0008162225,0.000685769],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004825745,0.00002945089,0.9981028,0.000007534322,0.00004561691,0.00008283459,0.0007507181,0.0000216784,0.0001363711,0.0000467219,0.0002548774,0.0004731558],"study_design_scores_gemma":[0.000004261327,0.00001898762,0.9989428,0.000005054711,0.0000148388,0.00004072414,0.0006508568,0.00006330583,0.00001321659,0.00001063036,0.0002308971,0.00000438371],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972466,0.0001616864,0.0001258557,0.0001330841,0.000008009399,0.00002451958,0.001379721,0.000005170344,0.0009153953],"genre_scores_gemma":[0.9986215,0.0001194959,0.0000803332,0.00006927401,0.000005701566,0.00001186143,0.0005860531,0.00000482345,0.0005009645],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05321223,"threshold_uncertainty_score":0.1070511,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02678544224783392,"score_gpt":0.2152461573308534,"score_spread":0.1884607150830195,"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."}}