{"id":"W3198507689","doi":"10.1016/j.hrthm.2021.09.003","title":"Understanding the molecular events preceding and leading to atrial fibrillation","year":2021,"lang":"en","type":"letter","venue":"Heart Rhythm","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal; Montreal Heart Institute","funders":"","keywords":"Atrial fibrillation; Medicine; Cardiology; Internal medicine; Coronary artery disease; Epidemiology; Diabetes mellitus; Scopus; Fibrillation; MEDLINE; 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":[],"consensus_categories":[],"category_scores_codex":[0.0002824853,0.0002273423,0.0004501767,0.0001470125,0.0003310344,0.000175138,0.00003387508,0.0002820753,0.00008107715],"category_scores_gemma":[0.0002393502,0.00018009,0.0002856953,0.0002670036,0.00002420975,0.00007007451,0.0001226216,0.0004354112,0.00005478672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001972036,"about_ca_system_score_gemma":0.00005136045,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009539833,"about_ca_topic_score_gemma":0.0000025214,"domain_scores_codex":[0.9984372,0.000101661,0.0003038858,0.000381196,0.0004725493,0.0003034958],"domain_scores_gemma":[0.9992375,0.0002658534,0.00009467731,0.0002845058,0.00004737668,0.0000701262],"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":[0.0001227717,5.75996e-7,0.01432476,0.0005432765,0.0005242537,0.0004095342,0.0004160972,0.000585701,0.0004093625,0.0009176995,0.9804298,0.001316196],"study_design_scores_gemma":[0.0005411021,0.00005951617,0.000708927,0.0003917032,0.0002878513,0.0003395402,0.00009209423,0.0001895492,0.00006384983,0.0003535118,0.9967462,0.0002261462],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01091173,0.0009253034,0.005592007,0.9784925,0.001389912,0.001187995,0.000004338675,0.00008762479,0.001408606],"genre_scores_gemma":[0.2169629,0.0004134192,0.003321224,0.6496131,0.09476976,0.000008434039,0.0006201551,0.0002923651,0.0339986],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.3288793,"threshold_uncertainty_score":0.7343858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1467167968206264,"score_gpt":0.344632901685398,"score_spread":0.1979161048647716,"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."}}