{"id":"W4386469394","doi":"10.1016/j.jacep.2023.07.012","title":"Markers of Atrial Myopathy in the General Population","year":2023,"lang":"en","type":"article","venue":"JACC. Clinical electrophysiology","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Population Health Research Institute","funders":"Svenska Läkaresällskapet; Vetenskapsrådet; Hjärt-Lungfonden","keywords":"Medicine; Cardiology; Internal medicine; Atrial fibrillation; Myopathy; Coronary artery disease; Body mass index; Population; Premature atrial contraction; Blood pressure","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":[0.0008671589,0.00009048839,0.0004328088,0.000132096,0.00003090125,0.000003934734,0.0001079275,0.0001380867,0.00006318055],"category_scores_gemma":[0.0008468817,0.00005889294,0.0003598927,0.0005687327,0.00006191983,0.00003081868,0.0000427296,0.0002050272,0.00006750412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001774394,"about_ca_system_score_gemma":0.00003195383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007981238,"about_ca_topic_score_gemma":0.00001208331,"domain_scores_codex":[0.9983473,0.0003842165,0.0006689978,0.0002113924,0.0001585666,0.0002294718],"domain_scores_gemma":[0.998746,0.000796126,0.0001630724,0.0002339998,0.00003011915,0.0000306912],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007393805,0.0000428373,0.9225388,0.00005233058,0.0001842221,0.00003611629,0.00006543248,0.0004932857,0.01091141,0.01247556,0.005218486,0.04058775],"study_design_scores_gemma":[0.001691648,0.001074906,0.9898444,0.000005541936,0.00006076991,0.000001253156,0.00002058823,0.001865839,0.00001928868,0.002975205,0.002382078,0.00005847847],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956522,0.00003688272,0.0000106001,0.003096208,0.000418679,0.0003733725,0.000001176756,0.0000415479,0.0003693312],"genre_scores_gemma":[0.9962592,0.0002873183,0.000142981,0.0006514605,0.002116342,0.000002343051,0.0001122798,0.00001012661,0.0004179982],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06730564,"threshold_uncertainty_score":0.2401585,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09186955360216716,"score_gpt":0.4331353109536206,"score_spread":0.3412657573514534,"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."}}