{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001173661,0.000208812,0.0003175339,0.0009860144,0.0005602589,0.0007605796,0.0005403944,0.0003575002,0.00229739],"category_scores_gemma":[0.002176634,0.0002586389,0.0005295827,0.002048793,0.000243179,0.0005845602,0.0008261485,0.0005955248,0.0004618246],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003479608,"about_ca_system_score_gemma":0.000810129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01180322,"about_ca_topic_score_gemma":0.01766711,"domain_scores_codex":[0.9993197,0.000117807,0.0001462624,0.0001941361,0.0001585654,0.00006349729],"domain_scores_gemma":[0.9978458,0.0001853567,0.001173632,0.0002356938,0.0003081441,0.0002515636],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008182049,0.00001941057,0.998072,0.00003157071,0.000090124,0.00004123805,0.00004058137,0.00002110015,0.0001182977,0.00002626776,0.0005126678,0.0009449415],"study_design_scores_gemma":[0.00001331063,0.00004635832,0.9985688,0.00003630519,0.00007390356,0.0002298473,0.00009751679,0.00008740532,0.00004517793,0.00002768253,0.0007697219,0.000004013802],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9748161,0.0008479652,0.000384756,0.000311187,0.00002242015,0.00008521897,0.02173773,0.0000151186,0.001779492],"genre_scores_gemma":[0.983057,0.0005488329,0.0007792889,0.000257055,0.00004724456,0.0001394695,0.01451882,0.000009578198,0.0006426093],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01180322,"threshold_uncertainty_score":0.02346903,"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."}}