{"id":"W4411100426","doi":"10.1016/j.ekir.2025.05.039","title":"Impact of Improved Diagnosis and Treatment on Holistic CKD Burden","year":2025,"lang":"en","type":"article","venue":"Kidney International Reports","topic":"Chronic Kidney Disease and Diabetes","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"EVERSANA (Canada); University of Manitoba","funders":"London School of Economics and Political Science; AstraZeneca","keywords":"Medicine; Kidney disease; Intensive care medicine; Disease burden; Burden of disease; Chronic renal disease; Chronic disease; Disease; Internal medicine","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":[0.002210971,0.0006224017,0.0005829406,0.000414996,0.0003608466,0.001663923,0.0009505434,0.001012469,0.008222729],"category_scores_gemma":[0.007245882,0.0003062667,0.00143733,0.0006375666,0.0006768774,0.001330334,0.001647866,0.001057442,0.0003537396],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003105986,"about_ca_system_score_gemma":0.00319756,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02742143,"about_ca_topic_score_gemma":0.01725678,"domain_scores_codex":[0.9982706,0.001043883,0.00005346384,0.0001670586,0.0001759752,0.0002890142],"domain_scores_gemma":[0.9981151,0.000861792,0.0003821042,0.0001366455,0.0002427269,0.0002617425],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0006417782,0.000292359,0.09104136,0.0003391154,0.0006317374,0.000433656,0.000211849,0.8530815,0.0007823459,0.02017886,0.003692101,0.02867331],"study_design_scores_gemma":[0.0007630077,0.001743536,0.1537767,0.0005476592,0.00130717,0.001335652,0.001124627,0.7604145,0.001174392,0.05802047,0.01963721,0.0001550341],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9254766,0.001600162,0.02360149,0.008354403,0.0001551757,0.0003484647,0.00728699,0.0001541263,0.03302247],"genre_scores_gemma":[0.9943814,0.0003510086,0.003062349,0.0003896073,0.00001757371,0.00008188805,0.0006326922,0.000009328806,0.001074274],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02742143,"threshold_uncertainty_score":0.05452359,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02019034095019468,"score_gpt":0.3478114669967434,"score_spread":0.3276211260465487,"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."}}