{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003869636,0.0002953384,0.0004826385,0.0004932988,0.0002565217,0.0009149854,0.000290797,0.0006780076,0.001774754],"category_scores_gemma":[0.0004408033,0.00009390112,0.0003623449,0.0004814521,0.0005230578,0.0005551388,0.0005635163,0.0006243741,0.0004077012],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003035615,"about_ca_system_score_gemma":0.0004909254,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000652865,"about_ca_topic_score_gemma":0.0007052963,"domain_scores_codex":[0.9998226,0.00005013193,0.00002148311,0.00004186192,0.00004011518,0.00002384404],"domain_scores_gemma":[0.9998473,0.00006130337,0.00003917213,0.000008616701,0.00002808148,0.00001541135],"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":[0.0003791917,0.0001314351,0.0212588,0.01072144,0.0008013304,0.003556318,0.001325459,0.001134801,0.04448658,0.05627993,0.02707196,0.8328527],"study_design_scores_gemma":[0.00009337196,0.0005690498,0.09507775,0.004535223,0.0008393564,0.01798555,0.001424107,0.001243767,0.01217892,0.07754152,0.7883778,0.0001336966],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01725642,0.9616036,0.003407402,0.008328816,0.0007134186,0.00002853628,0.0004168869,0.00005725374,0.008187711],"genre_scores_gemma":[0.1213263,0.8675864,0.002694824,0.002454502,0.001324671,0.0000579897,0.0005037483,0.0000129839,0.004038509],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.001774754,"threshold_uncertainty_score":0.005937159,"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."}}