{"id":"W4391606024","doi":"10.1016/j.cjca.2024.01.037","title":"RAFF-5 Study to Improve the Quality and Safety of Care for Patients Seen in the Emergency Department With Acute Atrial Fibrillation and Flutter","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Cardiology","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"Ottawa Hospital Research Institute","keywords":"Medicine; Emergency department; Cardioversion; Atrial fibrillation; Checklist; Sinus rhythm; Atrial flutter; Internal medicine; Emergency medicine; Cohort; Adverse effect; Cardiology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005964915,0.000730699,0.001300285,0.0004040287,0.0005764983,0.001039927,0.001204591,0.001710165,0.004739721],"category_scores_gemma":[0.008573395,0.0003329901,0.003425417,0.0004105502,0.0003576093,0.001046739,0.0008942978,0.002305739,0.0005264347],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002041244,"about_ca_system_score_gemma":0.003835948,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01182616,"about_ca_topic_score_gemma":0.01809248,"domain_scores_codex":[0.9960307,0.00207878,0.0003123933,0.00053129,0.0005199839,0.0005268117],"domain_scores_gemma":[0.9955711,0.0008413867,0.001324098,0.000309164,0.0006735885,0.001280643],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.4375537,0.02992935,0.3229391,0.003715609,0.01363574,0.0004192221,0.0007841501,0.00165115,0.001044516,0.001167731,0.01733253,0.1698273],"study_design_scores_gemma":[0.2644127,0.1029906,0.6115243,0.001256004,0.005174445,0.000454104,0.0006028828,0.001702131,0.0003569304,0.0003990269,0.01099952,0.0001274188],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9757834,0.00705415,0.0006689606,0.002903658,0.000669286,0.003160089,0.005262643,0.0000803798,0.004417385],"genre_scores_gemma":[0.9809503,0.001598847,0.004620869,0.002870303,0.0005867235,0.003748613,0.003936321,0.00001673209,0.001671345],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01182616,"threshold_uncertainty_score":0.03154588,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02871326483566216,"score_gpt":0.3339912117874198,"score_spread":0.3052779469517576,"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."}}