{"id":"W2078856783","doi":"10.1001/jama.291.14.1720","title":"A Multicenter Risk Index for Atrial Fibrillation After Cardiac Surgery","year":2004,"lang":"en","type":"article","venue":"JAMA","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":1232,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Institut de Cardiologie de Montréal; Karl-Franzens-Universität Graz; University of Toronto; Faculty of Medicine Siriraj Hospital, Mahidol University; University of Alberta; University of Ottawa","keywords":"Medicine; Atrial fibrillation; Internal medicine; Cardiology; Odds ratio; Cardiac surgery; Cohort study; Prospective cohort study; Confidence interval; Surgery","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002103692,0.0004534357,0.000692356,0.00139193,0.0003697274,0.000565449,0.0004902745,0.0004594202,0.001072189],"category_scores_gemma":[0.007825516,0.0001594156,0.000640062,0.001598325,0.000143631,0.0004170998,0.0007555176,0.0005785357,0.000281131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005080846,"about_ca_system_score_gemma":0.0008359632,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002412555,"about_ca_topic_score_gemma":0.00239561,"domain_scores_codex":[0.9984391,0.0005317748,0.0002882067,0.0002863129,0.0003475601,0.0001071278],"domain_scores_gemma":[0.9927993,0.0008813896,0.004484718,0.0003809526,0.0007743989,0.0006793686],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001660275,0.0000477845,0.9965721,0.00001600194,0.0001137391,0.00001743936,0.00002133109,0.0001741909,0.00009162675,0.00002973392,0.0004236491,0.002326293],"study_design_scores_gemma":[0.00005509034,0.0001907813,0.9972901,0.00001277113,0.00007332064,0.0002434474,0.00002518412,0.00135089,0.00006218209,0.00007663343,0.000611955,0.000007712734],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906836,0.0006075921,0.001519083,0.0003359589,0.00004416806,0.0002199821,0.004796447,0.00005792962,0.001735231],"genre_scores_gemma":[0.9881296,0.0002156257,0.003621207,0.0001108452,0.00008545254,0.0003782719,0.007101805,0.000007890818,0.0003492606],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002412555,"threshold_uncertainty_score":0.0111255,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03125065107475635,"score_gpt":0.3039370979356033,"score_spread":0.272686446860847,"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."}}