{"id":"W4307024159","doi":"10.1016/j.cjca.2022.08.162","title":"DEVELOPMENT AND APPLICATION OF A TAXONOMY ON THE BENEFITS OF ORAL ANTICOAGULANT SWITCHING IN ATRIAL FIBRILLATION","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Cardiology","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Apixaban; Rivaroxaban; Dabigatran; Edoxaban; Atrial fibrillation; Taxonomy (biology); Delphi method; Warfarin; Intensive care medicine; Cardiology; Computer science; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0276837,0.00112964,0.002144932,0.01573366,0.002573797,0.006013874,0.002519694,0.001989652,0.004668009],"category_scores_gemma":[0.1192897,0.000566398,0.004332533,0.009051735,0.00222404,0.007528837,0.005075328,0.004427489,0.00130164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008438003,"about_ca_system_score_gemma":0.01946462,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01633073,"about_ca_topic_score_gemma":0.01877942,"domain_scores_codex":[0.9784921,0.006939569,0.006931127,0.001194585,0.005571426,0.0008710854],"domain_scores_gemma":[0.8815774,0.05665798,0.01068316,0.004711178,0.04297172,0.003398511],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0006787236,0.0007024051,0.1674656,0.005310176,0.001081162,0.0003380798,0.006474297,0.008533848,0.00118635,0.1343166,0.05975539,0.6141574],"study_design_scores_gemma":[0.0004366589,0.002019046,0.1468164,0.01613737,0.0021548,0.002172834,0.01993514,0.03990468,0.002758935,0.3533356,0.4138688,0.0004596274],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1912079,0.03578917,0.504604,0.09023985,0.005941039,0.01245188,0.03130784,0.001766094,0.1266922],"genre_scores_gemma":[0.3051093,0.01141934,0.6556426,0.006461374,0.0008584884,0.004444396,0.01214777,0.0002115128,0.003705129],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.0276837,"threshold_uncertainty_score":0.1464071,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07107751134203852,"score_gpt":0.2796987960732143,"score_spread":0.2086212847311758,"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."}}