{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005672119,0.0001234688,0.0002164229,0.0001605303,0.00002159832,0.00001562321,0.00003362113,0.00004533139,0.0004376845],"category_scores_gemma":[0.00158133,0.00009119428,0.00016483,0.00007173687,0.00004549825,0.00003698313,0.00002898053,0.00004428511,0.000003774364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003623004,"about_ca_system_score_gemma":0.000766512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005568474,"about_ca_topic_score_gemma":0.000002327785,"domain_scores_codex":[0.9991912,0.000008209094,0.000281871,0.0002321293,0.0001704175,0.0001161858],"domain_scores_gemma":[0.9991652,0.00009080426,0.0001210913,0.0002329191,0.0001219041,0.000268098],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003835323,0.001019224,0.9191921,0.0001139894,0.001605022,0.0005777488,0.0001185587,0.00001343076,0.005332537,0.0006354989,0.04373659,0.02727182],"study_design_scores_gemma":[0.003730025,0.001288689,0.9381822,0.0008754404,0.0006248517,0.0001376852,0.00002820678,0.0008558938,0.01186423,0.001691938,0.04052696,0.0001938679],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9711069,0.0002333696,0.000008421075,0.00240981,0.0003662199,0.0002715958,0.0001041544,0.00002620144,0.02547326],"genre_scores_gemma":[0.9956759,0.0002733011,0.00004760726,0.0005164581,0.0001364419,0.00006928231,0.0001711746,0.000008240546,0.003101612],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02707795,"threshold_uncertainty_score":0.4792338,"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."}}