{"id":"W4414563839","doi":"10.34067/kid.0000000869","title":"Atrial Fibrillation in Advanced CKD","year":2025,"lang":"en","type":"article","venue":"Kidney360","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Warfarin; Atrial fibrillation; Stroke (engine); Renal function; Albuminuria; Risk factor; Kidney disease; Incidence (geometry); Randomized controlled trial","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001246448,0.00007669812,0.0001885157,0.0002162788,0.00002949822,0.00001174427,0.00003165704,0.0000565892,0.0002063341],"category_scores_gemma":[0.0004199623,0.00007059951,0.0001280694,0.0004021888,0.00001369105,0.00007532277,0.00003039704,0.00005691561,0.00007057292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006231946,"about_ca_system_score_gemma":0.00007145225,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001408366,"about_ca_topic_score_gemma":0.000008107898,"domain_scores_codex":[0.9993585,0.00001983521,0.0002233052,0.0001533873,0.0001183654,0.0001266467],"domain_scores_gemma":[0.9996627,0.00007012087,0.00003804238,0.0001544398,0.00002791074,0.00004679256],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006330902,0.000001975316,0.931554,0.00007920535,0.00005526883,0.000007860158,0.0000899825,0.0007386861,0.001056081,0.008700941,0.005568438,0.05151449],"study_design_scores_gemma":[0.004516328,0.00003930042,0.5105837,0.0001026257,0.0000660689,8.682549e-7,0.00006765941,0.00137164,0.0003966444,0.001356506,0.4813986,0.0001000738],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8627473,0.0007659401,0.0008273937,0.03505377,0.001662055,0.001116701,0.000003194501,0.0002007966,0.09762292],"genre_scores_gemma":[0.9716425,0.00007544378,0.0009748019,0.0005553581,0.0007132975,6.797729e-7,0.00003729043,0.00000786023,0.02599277],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4758301,"threshold_uncertainty_score":0.2878965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02814492573259695,"score_gpt":0.3458181627517264,"score_spread":0.3176732370191294,"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."}}