{"id":"W4398768097","doi":"10.1093/europace/euae102.014","title":"Association of the pattern of new-onset post-operative atrial fibrillation with adverse clinical events over 1 year follow-up: insights from the VISION Cardiac Surgery Cohort","year":2024,"lang":"en","type":"article","venue":"EP Europace","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Population Health Research Institute; McMaster University","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Atrial fibrillation; Cohort; Cardiac surgery; Cardiology; Internal medicine; Adverse effect; Cardiac arrhythmia","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0005741086,0.0001178223,0.0003718214,0.00004706767,0.00005147016,0.00001507691,0.00005958998,0.00007622626,0.00008251922],"category_scores_gemma":[0.0007440175,0.00006221903,0.0005051943,0.0002784662,0.00003245538,0.0001204822,0.00006609062,0.0001306061,0.00004712376],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005478357,"about_ca_system_score_gemma":0.0001509713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002877274,"about_ca_topic_score_gemma":0.00004471981,"domain_scores_codex":[0.9982646,0.0004828243,0.0004339346,0.0002108044,0.0005131974,0.00009463041],"domain_scores_gemma":[0.9977023,0.00158746,0.0002725887,0.0002715057,0.0001304863,0.00003565028],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004670447,0.000002252588,0.9766867,0.00001478204,0.0005894695,0.000001129053,0.0004490298,0.00004304873,0.0001495948,0.0000117504,0.01983623,0.001749023],"study_design_scores_gemma":[0.0008830296,0.0001036398,0.9682959,0.0001742916,0.0006175942,2.637643e-7,0.0001153499,0.0001815748,0.0001942649,0.00001059483,0.02935448,0.00006898423],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993579,0.0002977974,0.0000910789,0.002937736,0.002195604,0.0006249219,0.00006933837,0.00002762899,0.0001769104],"genre_scores_gemma":[0.9919626,0.0001436405,0.00002267816,0.00008748548,0.001354414,3.201396e-7,0.0001222957,0.00002125556,0.006285327],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009518247,"threshold_uncertainty_score":0.2537219,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0303668137552159,"score_gpt":0.331147251978773,"score_spread":0.3007804382235572,"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."}}