{"id":"W3029814964","doi":"10.1055/s-0040-1710497","title":"Pathophysiology and Treatment Modalities for Atrial Fibrillation: Present and Future","year":2020,"lang":"en","type":"article","venue":"International Journal of Angiology","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"National Center for Advancing Translational Sciences","keywords":"Medicine; Atrial fibrillation; Angiology; Pathophysiology; Intensive care medicine; Stroke (engine); Cardiology; Heart failure; Epidemiology; Internal medicine; Modalities; Treatment modality","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":[0.00005435583,0.00006839544,0.0002310469,0.00006473425,0.00002063749,0.0000112161,0.00003322374,0.00005089263,0.00003380618],"category_scores_gemma":[0.00005300511,0.00004851237,0.0001634401,0.00001973469,0.00004116481,0.00005927164,0.00002550734,0.0000289907,8.436684e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000207685,"about_ca_system_score_gemma":0.00002937741,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002648128,"about_ca_topic_score_gemma":3.230075e-7,"domain_scores_codex":[0.9995061,0.00002627413,0.0002366481,0.00008555822,0.00008244932,0.00006294864],"domain_scores_gemma":[0.9994487,0.0001519471,0.0001519721,0.0000268822,0.0001555559,0.00006490618],"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":[0.02469585,0.00001633779,0.3042633,0.00009323115,0.005026623,0.0001846414,0.003960211,0.0009328343,0.00614011,0.03496593,0.007382197,0.6123387],"study_design_scores_gemma":[0.008779177,0.00390456,0.09187163,0.0000156671,0.000310236,0.0002349831,0.0005481969,0.001965784,0.0001721635,0.005047273,0.8870308,0.0001195442],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7877846,0.003360647,0.0006878538,0.2066536,0.001089871,0.0002602078,0.00001890304,0.00001012242,0.0001342373],"genre_scores_gemma":[0.9441452,0.003723734,0.002566935,0.0009168562,0.04839227,5.881233e-7,0.00002985969,0.000009382581,0.0002151795],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8796486,"threshold_uncertainty_score":0.1978277,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06035651535353303,"score_gpt":0.3453676197062457,"score_spread":0.2850111043527127,"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."}}