{"id":"W3199049316","doi":"10.1016/j.cjco.2021.09.006","title":"A Population-Based Study of Unexplained/Lone Atrial Fibrillation: Temporal Trends, Management, and Outcomes","year":2021,"lang":"en","type":"article","venue":"CJC Open","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian VIGOUR Centre; University of Alberta; University of British Columbia","funders":"University Hospital Foundation; Alberta Health; Michael Smith Health Research BC; University of British Columbia; Heart and Stroke Foundation of Canada","keywords":"Medicine; Interquartile range; Atrial fibrillation; Atrial flutter; Population; Internal medicine; Pediatrics; Cardioversion; Cardiology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002225362,0.0001499483,0.0006153963,0.0001931983,0.0001010377,0.00008082226,0.00009734595,0.00004490243,0.0004840962],"category_scores_gemma":[0.0000754354,0.0001302696,0.0001353453,0.0004856793,0.00001385841,0.0001698031,0.0002420769,0.00004402195,0.000008237987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002769029,"about_ca_system_score_gemma":0.00002908743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002249288,"about_ca_topic_score_gemma":0.0001490919,"domain_scores_codex":[0.9987162,0.00008182134,0.000459214,0.0003104995,0.0003003196,0.0001319764],"domain_scores_gemma":[0.9991934,0.0001091407,0.0001789755,0.000370869,0.00007388036,0.00007370827],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003648209,0.00002203126,0.9896198,0.00005889613,0.0003327774,0.00004352084,0.00009689351,0.0002175921,0.000005826906,0.001072478,0.0003413253,0.007824046],"study_design_scores_gemma":[0.01029677,0.0002092033,0.9784915,0.00002915405,0.0003919218,0.000002237721,0.0006537705,0.0003120822,0.00001432572,0.0001313664,0.009331272,0.0001364072],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9884295,0.0001651608,0.00008705889,0.003048482,0.0002605801,0.001197285,0.000008742932,0.00004667999,0.006756466],"genre_scores_gemma":[0.9820407,0.000008868987,0.001844235,0.0001049156,0.0002896245,0.000002658661,0.0002457194,0.00001815985,0.0154451],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0111283,"threshold_uncertainty_score":0.5312241,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06804901975271566,"score_gpt":0.3712267374761972,"score_spread":0.3031777177234815,"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."}}