{"id":"W4391329563","doi":"10.15441/ceem.23.152","title":"Modern management of acute atrial fibrillation and atrial flutter","year":2024,"lang":"en","type":"article","venue":"Clinical and Experimental Emergency Medicine","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Medicine; Atrial fibrillation; Cardioversion; Atrial flutter; Emergency department; Management of atrial fibrillation; Intensive care medicine; Cardiology; Internal medicine; Medical emergency; Emergency medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008313833,0.0003418692,0.0003115049,0.0006295035,0.0004349258,0.0007345445,0.0004357211,0.0007540984,0.002996394],"category_scores_gemma":[0.001965393,0.00007788945,0.0002917962,0.0003367592,0.000500588,0.0009171139,0.001056236,0.002202502,0.0008951332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005342206,"about_ca_system_score_gemma":0.0008237071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003874176,"about_ca_topic_score_gemma":0.0006934597,"domain_scores_codex":[0.9993855,0.0001407499,0.0000753346,0.00004624953,0.0002879518,0.00006420646],"domain_scores_gemma":[0.9993723,0.00009337577,0.0001622206,0.00003232182,0.0001662466,0.0001736267],"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":[0.0001879929,0.0006655903,0.006763663,0.001115978,0.0001069498,0.001704968,0.0004482096,0.0005405398,0.003002263,0.01174972,0.09572113,0.8779931],"study_design_scores_gemma":[0.0003042231,0.001922952,0.05568605,0.006164858,0.0001885481,0.02620433,0.001009762,0.001068108,0.001803313,0.07893888,0.8266177,0.00009128102],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.04597509,0.6096448,0.02227521,0.1875028,0.0094969,0.0002053854,0.0002367,0.0003202115,0.1243429],"genre_scores_gemma":[0.2833982,0.6008375,0.02359463,0.03478941,0.03965902,0.0002760572,0.0005246473,0.00006669477,0.01685387],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002996394,"threshold_uncertainty_score":0.01002389,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1100826990915554,"score_gpt":0.4496840031794816,"score_spread":0.3396013040879262,"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."}}