{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004887747,0.0001751733,0.0004882068,0.0001000839,0.0000525072,0.00000588401,0.00003908527,0.00009769687,0.001110445],"category_scores_gemma":[0.00003229056,0.0001236354,0.0003180488,0.0001677423,0.0002298199,0.0001021501,0.0001148293,0.00009829157,0.00001586809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001166373,"about_ca_system_score_gemma":0.00001020875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001341985,"about_ca_topic_score_gemma":2.780531e-7,"domain_scores_codex":[0.9981828,0.00005076984,0.0009414161,0.000381014,0.0002887036,0.0001552623],"domain_scores_gemma":[0.9994716,0.00009458372,0.00008635053,0.0001595623,0.00002690692,0.0001610108],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01075171,0.00004458853,0.5215804,0.002821736,0.01139018,0.0002491963,0.003434499,0.00003879972,0.01635294,0.02378981,0.0278374,0.3817087],"study_design_scores_gemma":[0.05694948,0.01364701,0.3231775,0.003990322,0.02013292,0.0001720375,0.004019996,0.06785185,0.003772071,0.01487516,0.4892135,0.002198167],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9489231,0.03423886,0.0004521119,0.006557351,0.005051068,0.0007195743,0.000007772729,0.00009815046,0.003951989],"genre_scores_gemma":[0.9759689,0.01170451,0.0003692353,0.00004465298,0.007389976,7.966061e-7,0.00004413386,0.00002071896,0.004457053],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4613761,"threshold_uncertainty_score":0.9998026,"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."}}