{"id":"W3176867674","doi":"10.1016/j.cjca.2021.06.016","title":"RAFF-3 Trial: A Stepped-Wedge Cluster Randomised Trial to Improve Care of Acute Atrial Fibrillation and Flutter in the Emergency Department","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Cardiology","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University; Dalhousie University; Hôpital Charles-Le Moyne; University of British Columbia; Montreal Heart Institute; Ottawa Hospital; Centre hospitalier universitaire de Québec; Université de Montréal; Université Laval; University of Ottawa","funders":"","keywords":"Medicine; Emergency department; Atrial fibrillation; Confidence interval; Odds ratio; Emergency medicine; Checklist; Adverse effect; Randomized controlled trial; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.001751444,0.001620161,0.005260246,0.0003243434,0.0004709525,0.00112999,0.001299114,0.001929655,0.01206814],"category_scores_gemma":[0.003830385,0.0006285342,0.003795179,0.0003324857,0.0008031321,0.00153509,0.0008904604,0.004448811,0.001128877],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008997751,"about_ca_system_score_gemma":0.001255737,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002747868,"about_ca_topic_score_gemma":0.004429371,"domain_scores_codex":[0.9988337,0.0005579846,0.00007738715,0.0002611824,0.00008608792,0.0001836705],"domain_scores_gemma":[0.998645,0.0004928648,0.000277874,0.0001752949,0.00008724868,0.0003216985],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9807174,0.002275436,0.0007290897,0.001037545,0.003186474,0.00006304918,0.00004592007,0.0005332934,0.0006115916,0.000292275,0.00113904,0.009368967],"study_design_scores_gemma":[0.9901145,0.006481721,0.001581752,0.00005185619,0.0008276565,0.00002111701,0.00002218241,0.0003843259,0.0000531962,0.0002411763,0.000205361,0.00001523623],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9744975,0.007557318,0.002851736,0.002321689,0.00169356,0.004502568,0.00247423,0.0003971924,0.003704137],"genre_scores_gemma":[0.9770538,0.001821808,0.005989382,0.002850427,0.0006505295,0.007061407,0.001555649,0.00005500379,0.002961986],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01206814,"threshold_uncertainty_score":0.04037201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02722321538214423,"score_gpt":0.3072725316630451,"score_spread":0.2800493162809009,"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."}}