{"id":"W4415789675","doi":"10.1161/circ.152.suppl_3.4361892","title":"Abstract 4361892: CKD and CKM Syndrome: Accelerated Progression to Arrhythmias in a National Cohort","year":2025,"lang":"en","type":"article","venue":"Circulation","topic":"Cardiovascular Disease and Adiposity","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"EVERSANA (Canada)","funders":"","keywords":"Atrial fibrillation; Kidney disease; Cohort; Risk factor; Incidence (geometry); Obesity; Supraventricular arrhythmia; Retrospective cohort study","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":[],"consensus_categories":[],"category_scores_codex":[0.0002041862,0.00007620988,0.0001632111,0.0002018361,0.00004671452,0.0000257113,0.00001923477,0.00007564297,0.00002895121],"category_scores_gemma":[0.00008205918,0.00007496321,0.00005900944,0.0003614477,0.00001406918,0.0000832538,0.00001931878,0.00009301406,0.00001287082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000855762,"about_ca_system_score_gemma":0.0001074791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001263351,"about_ca_topic_score_gemma":0.000003755447,"domain_scores_codex":[0.9992597,0.00002030498,0.0001584573,0.0002192825,0.0002406194,0.0001016886],"domain_scores_gemma":[0.999681,0.00001965189,0.00002347822,0.0001163516,0.00008221036,0.00007732654],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001017728,0.00006943486,0.9758919,0.0001249583,0.0001435912,0.000121962,0.00004838953,0.0003341583,0.008485263,0.0002630753,0.0001686406,0.01424678],"study_design_scores_gemma":[0.0008064962,0.000008879211,0.9969932,0.0002987697,0.00007328017,0.0000669494,0.000007721716,0.0007863877,0.0004706393,0.0001687007,0.0002507474,0.00006820052],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952622,0.0005978773,0.0002468776,0.0005701393,0.0000619621,0.0006466165,0.000003506443,0.00003758117,0.002573217],"genre_scores_gemma":[0.9994313,0.00001110705,0.0000928809,0.0002381507,0.00003894473,0.00004177376,0.00009260703,0.000006141482,0.00004712659],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02110125,"threshold_uncertainty_score":0.3056911,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01769908020806914,"score_gpt":0.3080294808930257,"score_spread":0.2903304006849566,"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."}}