{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001033404,0.0002665904,0.0007453479,0.0006001756,0.0006900987,0.001202026,0.0004542503,0.001213928,0.0131019],"category_scores_gemma":[0.005067573,0.00009771065,0.000540045,0.001013701,0.0004861356,0.0008439597,0.001171179,0.002017262,0.002087004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006232306,"about_ca_system_score_gemma":0.002357247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004613757,"about_ca_topic_score_gemma":0.005523502,"domain_scores_codex":[0.9989286,0.0002705856,0.0001629123,0.0001321851,0.0003668618,0.0001388288],"domain_scores_gemma":[0.9988618,0.0002948303,0.0002979835,0.00005381265,0.0002874474,0.0002040633],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000459685,0.0003638017,0.07781114,0.004983371,0.0004315547,0.00188822,0.0005837196,0.0003323898,0.0009043679,0.03804118,0.2407568,0.6334438],"study_design_scores_gemma":[0.0003154532,0.0003466175,0.1176678,0.00767943,0.0005385182,0.01771222,0.0003978441,0.0007770149,0.0002814373,0.04232879,0.8118796,0.00007531507],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.04617758,0.5636134,0.007270378,0.08940058,0.01301018,0.0007304086,0.00568099,0.0002287048,0.2738878],"genre_scores_gemma":[0.5491264,0.306812,0.007800243,0.06030357,0.02499152,0.0007843044,0.007384442,0.0001064688,0.0426911],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0131019,"threshold_uncertainty_score":0.04383022,"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."}}