{"id":"W3160631893","doi":"10.1016/j.cjco.2021.04.012","title":"Development of Acute Myocardial Infarction Mortality and Readmission Models for Public Reporting on Hospital Performance in Canada","year":2021,"lang":"en","type":"article","venue":"CJC Open","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen Elizabeth II Health Sciences Centre; Dalhousie University; Institut National d'Excellence en Santé et en Services Sociaux; Montreal Heart Institute; University of British Columbia; Canadian Institute for Health Information; University of Alberta; Canadian VIGOUR Centre; Canadian Agency for Drugs and Technologies in Health; Centre for Advancing Health Outcomes; Sunnybrook Health Science Centre; Jewish General Hospital; Saint John Regional Hospital; Southlake Regional Health Center; University of Ottawa; McGill University; Institute for Clinical Evaluative Sciences; University Health Network; Health Sciences Centre; University of Toronto","funders":"Canadian Institutes of Health Research; Ontario Ministry of Health and Long-Term Care; Heart and Stroke Foundation of Canada; Canadian Cardiovascular Society; Boehringer Ingelheim; Institute for Clinical Evaluative Sciences; Bayer; AstraZeneca; Pfizer","keywords":"Medicine; Myocardial infarction; Statistic; Mortality rate; Emergency medicine; Cohort; Health care; Medical emergency; Internal medicine; Statistics","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":[0.006777553,0.001268465,0.0008554278,0.002432155,0.001558077,0.001842803,0.002654508,0.0005940826,0.001786481],"category_scores_gemma":[0.02153667,0.0006332935,0.001551934,0.002037668,0.0006035848,0.0006001021,0.001400348,0.001297369,0.0002803251],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03306288,"about_ca_system_score_gemma":0.04882913,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9814758,"about_ca_topic_score_gemma":0.9585082,"domain_scores_codex":[0.9982962,0.0005883533,0.0001060781,0.0003627021,0.0003178423,0.0003288603],"domain_scores_gemma":[0.9885685,0.003920574,0.001007749,0.0003291066,0.005657541,0.0005164578],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004664105,0.0003206644,0.546761,0.0001428152,0.0008064243,0.0002963665,0.0005212885,0.3834439,0.0002788938,0.003505837,0.01362088,0.04983555],"study_design_scores_gemma":[0.00006090025,0.00004141183,0.05854335,0.0000462559,0.0001049471,0.00002579473,0.0002104176,0.9386017,0.0001289664,0.001016876,0.001188438,0.00003089552],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.916599,0.0009540441,0.05708401,0.003183464,0.0001263742,0.0009535102,0.01332252,0.001080675,0.006696328],"genre_scores_gemma":[0.9674299,0.0002733696,0.0239432,0.0001464097,0.00002426186,0.0002446765,0.006333394,0.00005441383,0.001550451],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9814758,"threshold_uncertainty_score":0.2398891,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07463311250714491,"score_gpt":0.3253136412337606,"score_spread":0.2506805287266156,"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."}}