{"id":"W3184340895","doi":"10.1016/j.hrthm.2021.07.059","title":"Extracellular matrix remodeling precedes atrial fibrillation: Results of the PREDICT-AF trial","year":2021,"lang":"en","type":"article","venue":"Heart Rhythm","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"ZonMw; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; McGill University","keywords":"Medicine; Atrial fibrillation; Internal medicine; Cardiology; Left atrial enlargement; Sinus rhythm","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005229602,0.0001408289,0.0003984066,0.00006065818,0.0001276839,0.00002843146,0.00004643363,0.0001252295,0.0001856642],"category_scores_gemma":[0.000945465,0.0001047488,0.0005541332,0.0003749784,0.00004975378,0.0000967314,0.0001017592,0.0001269257,0.00003481748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003645114,"about_ca_system_score_gemma":0.0002001019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001430705,"about_ca_topic_score_gemma":0.000005503563,"domain_scores_codex":[0.9981087,0.0001474816,0.0007291936,0.0002909985,0.0005208025,0.0002027629],"domain_scores_gemma":[0.9987428,0.0002379292,0.000202025,0.0005503615,0.0001927595,0.0000741281],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"not_applicable","study_design_scores_codex":[0.4481392,0.0001589606,0.1636346,0.002812807,0.002935361,0.0004044209,0.004678281,0.1253865,0.05391032,0.0391802,0.09837646,0.06038294],"study_design_scores_gemma":[0.07237434,0.000361143,0.009113266,0.0003144062,0.0004752101,0.0003767226,0.0001705636,0.01164963,0.006701609,0.0005098993,0.8976674,0.0002857887],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9663245,0.006179636,0.0005915388,0.01890749,0.003195911,0.001768934,0.00003057974,0.0001456867,0.002855746],"genre_scores_gemma":[0.9500733,0.0001567439,0.003110786,0.000042138,0.008955301,9.972701e-7,0.00005804157,0.00002662144,0.03757605],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.799291,"threshold_uncertainty_score":0.4271531,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05896619339840841,"score_gpt":0.3342382418826301,"score_spread":0.2752720484842217,"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."}}