{"id":"W4391439482","doi":"10.1016/j.lanepe.2023.100785","title":"Atrial fibrillation: pathophysiology, genetic and epigenetic mechanisms","year":2024,"lang":"en","type":"article","venue":"The Lancet Regional Health - Europe","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":59,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Montreal Heart Institute; Université de Montréal","funders":"","keywords":"Epigenetics; DNA methylation; Population; Genetics; Bioinformatics; Biology; Medicine; Gene; Gene expression","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":[0.0003505795,0.0001243493,0.0003096393,0.00006151177,0.0001573491,0.00003654001,0.00006897313,0.00003771586,0.00006255119],"category_scores_gemma":[0.00004240889,0.00007798337,0.0001044253,0.0002445915,0.00008016053,0.00003289697,0.00006666279,0.0001261157,0.0001613687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002883185,"about_ca_system_score_gemma":0.000122908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002075489,"about_ca_topic_score_gemma":0.000002826004,"domain_scores_codex":[0.9988719,0.0001574543,0.0002597185,0.0002572438,0.0002036156,0.0002500542],"domain_scores_gemma":[0.9993439,0.0002160067,0.00006293107,0.0002420607,0.00003526165,0.00009980943],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002227396,0.000007541704,0.02299958,0.002608648,0.0005977194,0.000226035,0.001347213,0.001684989,0.001605822,0.3554927,0.1554941,0.4557082],"study_design_scores_gemma":[0.0009476095,0.0004381685,0.2464386,0.0001643671,0.00009192427,0.00009949841,0.00002197736,0.003766945,0.000006497841,0.01894258,0.7289379,0.0001439182],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2029379,0.07853241,0.005044285,0.7055485,0.002518768,0.002172051,0.00002710316,0.0006243692,0.002594627],"genre_scores_gemma":[0.8725892,0.05011837,0.008319029,0.02246334,0.03709248,0.000004729553,0.0001291706,0.0001167101,0.009166989],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6830851,"threshold_uncertainty_score":0.318007,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1087801168800559,"score_gpt":0.3678173128709607,"score_spread":0.2590371959909048,"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."}}