{"id":"W4200248163","doi":"10.1136/openhrt-2021-001726","title":"Atrial fibrillation and clinical outcomes 1 to 3 years after myocardial infarction","year":2021,"lang":"en","type":"article","venue":"Open Heart","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canada Research Chairs; University of Toronto; St. Michael's Hospital","funders":"National Heart, Lung, and Blood Institute; American Regent; Esperion Therapeutics; GlaxoSmithKline; HLS Therapeutics; Daiichi Sankyo Europe; Gilead Sciences; Servier; Duke Clinical Research Institute; Astellas Pharma; Sanofi; Abiomed; Merit Medical Systems; Novo Nordisk; CSL Behring; National Institute for Health and Care Research; Medicines Company; National Institutes of Health; Regeneron Pharmaceuticals; London School of Hygiene and Tropical Medicine; Pfizer; York University; Cleveland Clinic; Bristol-Myers Squibb; Eli Lilly and Company; AstraZeneca; University of Toronto; Heart and Stroke Foundation of Canada; Amgen","keywords":"Myocardial infarction; Atrial fibrillation; Cardiology; Internal medicine; Medicine; Ventricular fibrillation; Fibrillation","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00034478,0.00007911331,0.0003214265,0.00005126463,0.0000426928,0.0001143807,0.00002994216,0.00007189441,0.0004687996],"category_scores_gemma":[0.000398657,0.0000734093,0.0002193008,0.0001481959,0.0000179462,0.0001542808,0.0002208194,0.00006413563,0.0002826871],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002181992,"about_ca_system_score_gemma":0.0000603364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005685848,"about_ca_topic_score_gemma":0.00002432583,"domain_scores_codex":[0.999086,0.00007939326,0.0002914879,0.0002471851,0.0001768964,0.0001189922],"domain_scores_gemma":[0.9994318,0.0001427982,0.00003205035,0.0002029791,0.0000592021,0.0001311186],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003959109,0.000001491998,0.9847461,0.000004663476,0.00009861863,0.000009767879,0.00003332902,0.000009044645,0.00002868197,0.00007989152,0.002906994,0.01168553],"study_design_scores_gemma":[0.001065954,0.00006804771,0.670422,0.00001063637,0.00007805416,0.000006342746,0.00001885062,0.00001660754,0.0000065332,0.00003768658,0.3282109,0.00005837222],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9802876,0.00006982301,0.00003675942,0.01604937,0.0009072472,0.0006400194,0.000003995453,0.00002670046,0.00197854],"genre_scores_gemma":[0.9830818,0.00007778635,0.003846749,0.002666982,0.002740311,0.000001464101,0.0000316109,0.00001695119,0.007536308],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3253039,"threshold_uncertainty_score":0.5133027,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08337704550831636,"score_gpt":0.4182860050668109,"score_spread":0.3349089595584945,"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."}}