{"id":"W3155438313","doi":"10.1016/j.hrthm.2021.03.046","title":"Antidiabetic drugs for preventing atrial fibrillation: A new revolution?","year":2021,"lang":"en","type":"letter","venue":"Heart Rhythm","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Population Health Research Institute; McMaster University","funders":"","keywords":"Medicine; Atrial fibrillation; Internal medicine; Cardiology; Stroke (engine); Diabetes mellitus; Population; Randomized controlled trial; Empagliflozin; Type 2 diabetes; Dronedarone; Endocrinology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003605737,0.0003257296,0.0008722882,0.0001954554,0.0001719926,0.00007926259,0.00004671639,0.0005506651,0.000655545],"category_scores_gemma":[0.0004599077,0.0003267665,0.001203157,0.000300478,0.00003016051,0.000105355,0.00008071138,0.0004456203,0.0001647588],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001157852,"about_ca_system_score_gemma":0.0004172825,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000242539,"about_ca_topic_score_gemma":0.000001308826,"domain_scores_codex":[0.997709,0.000110481,0.0006380904,0.0005635504,0.0005027106,0.0004761107],"domain_scores_gemma":[0.9984975,0.0004716403,0.0002517814,0.0004965038,0.0001790206,0.0001035468],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005421658,5.690219e-7,0.002406134,0.0007304947,0.0002066214,0.00004429321,0.00004754438,0.00001984159,0.000008190981,0.00004646632,0.9935833,0.002852389],"study_design_scores_gemma":[0.001813071,0.00007737296,0.001027229,0.0004856584,0.0006325787,0.0001871963,0.00001307267,0.0002772432,0.00003541328,0.0002975209,0.9948436,0.0003100175],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.001332162,0.00454402,0.0013079,0.9865796,0.0028916,0.002306384,0.00002420232,0.0002087255,0.0008054114],"genre_scores_gemma":[0.001477624,0.0003973967,0.02219411,0.2472484,0.3744275,0.00001062443,0.003464629,0.0002371937,0.3505425],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.7393312,"threshold_uncertainty_score":0.9999185,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05729299029954028,"score_gpt":0.3290726837924229,"score_spread":0.2717796934928827,"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."}}