{"id":"W4366333936","doi":"10.46747/cfp.6904245","title":"Approach to atrial fibrillation","year":2023,"lang":"en","type":"review","venue":"Canadian Family Physician","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Université du Québec; St. Michael's Hospital; Canadian Cardiovascular Society","funders":"Biosense Webster; Canadian Institutes of Health Research; Novo Nordisk; Public Health Agency; Canadian Cardiovascular Society; Public Health Agency of Canada; Research Manitoba; Heart Rhythm Society; Servier; Pfizer; AstraZeneca; Eli Lilly and Company; Bristol-Myers Squibb","keywords":"Atrial fibrillation; Medicine; Heart Rhythm; Management of atrial fibrillation; Intensive care medicine; Heart failure; Stroke (engine); Primary care; Medical emergency; Disease management; Internal medicine; Family medicine; Disease","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001688651,0.0004359433,0.001688882,0.001026455,0.0001389073,0.00007771768,0.0001793437,0.0002848913,0.000003155682],"category_scores_gemma":[0.00005267916,0.000400723,0.001241777,0.001535043,0.00002533967,0.00006628218,0.00005262585,0.0002100767,0.003704811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006593823,"about_ca_system_score_gemma":0.001160036,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00210634,"about_ca_topic_score_gemma":0.0004273921,"domain_scores_codex":[0.9979726,0.00006642828,0.000544058,0.0005551577,0.0003186976,0.0005430783],"domain_scores_gemma":[0.9983855,0.00009003883,0.0001692594,0.0005477029,0.00006370022,0.0007437501],"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":[0.000006217289,5.364683e-7,0.000005493675,0.003630172,0.0003499622,0.00001179199,0.00001487136,0.00003332762,1.136898e-7,0.001161021,0.03131754,0.963469],"study_design_scores_gemma":[0.0002164115,0.00003573026,0.0001018938,0.002180412,0.001270742,7.705294e-7,0.00003771202,0.00003004123,2.278019e-8,0.00003913142,0.9957103,0.0003768269],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000002263218,0.847036,0.00002485934,0.0001875039,0.000886691,0.002599045,0.0001283009,0.0001821585,0.1489531],"genre_scores_gemma":[0.000002286363,0.9704981,0.0002447585,0.004842326,0.01406541,0.00001020068,0.001638991,0.0001881345,0.008509829],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9643928,"threshold_uncertainty_score":0.9998445,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1714931026939253,"score_gpt":0.3613517409294306,"score_spread":0.1898586382355053,"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."}}