{"id":"W3191652905","doi":"10.1016/j.cjco.2021.07.016","title":"Incidence and Predictors of Heart Failure in Patients With Atrial Fibrillation","year":2021,"lang":"en","type":"article","venue":"CJC Open","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton Health Sciences; McMaster University; Population Health Research Institute","funders":"Canadian Institutes of Health Research; Gottfried und Julia Bangerter-Rhyner-Stiftung; Svenska Läkaresällskapet; Riksförbundet HjärtLung; Mach-Gaensslen Foundation of Canada; Servier; Pfizer; McMaster University; Universität Basel","keywords":"Medicine; Atrial fibrillation; Heart failure; Internal medicine; Cardiology; Incidence (geometry); Blood pressure; Clinical endpoint; Population; Left ventricular hypertrophy; Diabetes mellitus; Randomized controlled trial","routes":{"ca_aff":true,"ca_fund":true,"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":[0.005711968,0.0004267663,0.001093919,0.001464994,0.0003379978,0.0008942654,0.0005454815,0.0008836056,0.0009327257],"category_scores_gemma":[0.009844802,0.0003422739,0.001860701,0.001629325,0.0002654511,0.0004775297,0.0007582725,0.001048204,0.0001520249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003369666,"about_ca_system_score_gemma":0.0005011084,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00162209,"about_ca_topic_score_gemma":0.001421028,"domain_scores_codex":[0.9969196,0.001154345,0.0005414498,0.0006002809,0.0005665642,0.0002178124],"domain_scores_gemma":[0.9894946,0.003485539,0.004480024,0.0008361964,0.0009946912,0.000708839],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002830194,0.0000125645,0.9981064,0.00001859172,0.0003488758,0.00001351362,0.00001040331,0.0001124249,0.00002172529,0.00001006181,0.00007421102,0.0009883136],"study_design_scores_gemma":[0.00004272946,0.0001239126,0.9986613,0.00001226777,0.0003003557,0.0001283461,0.00001965078,0.0005110919,0.00002220802,0.0000549135,0.0001179623,0.000005292568],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933223,0.003393465,0.0005375479,0.0001758832,0.00004925815,0.00004121265,0.00176344,0.00001915452,0.0006976385],"genre_scores_gemma":[0.9982582,0.0002871433,0.0001693002,0.00003536903,0.00005801608,0.00003626999,0.001103321,0.000002603246,0.00004974546],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005711968,"threshold_uncertainty_score":0.03020817,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02305023505287381,"score_gpt":0.300731949772806,"score_spread":0.2776817147199322,"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."}}