{"id":"W4212781132","doi":"10.1002/9781119484288.ch91","title":"Geriatric nephrology","year":2022,"lang":"en","type":"other","venue":"Pathy's Principles and Practice of Geriatric Medicine","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Medicine; Nephrology; Nephron; Hyaline; Mesangium; Population; Glomerulonephritis; Internal medicine; Kidney disease; Renal function; Renal biopsy; Transplantation; Kidney; Urology; Pathology; Gastroenterology","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":[0.0008889281,0.000526326,0.0004363956,0.001020596,0.001225472,0.001444051,0.0005569453,0.0010768,0.08339779],"category_scores_gemma":[0.002596734,0.0001313543,0.0003204898,0.0007244984,0.0006506448,0.0008878151,0.001730692,0.001301396,0.03460609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001172323,"about_ca_system_score_gemma":0.003613162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001198511,"about_ca_topic_score_gemma":0.003694052,"domain_scores_codex":[0.9995291,0.00007321907,0.00004714053,0.00006882265,0.0002069234,0.00007467828],"domain_scores_gemma":[0.9974904,0.0001584805,0.000152963,0.0001579639,0.0006906445,0.001349646],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004261998,0.0000684779,0.003552409,0.0004980094,0.00001599274,0.001255617,0.0001449018,0.00005358218,0.0005705581,0.007081883,0.6309047,0.3558112],"study_design_scores_gemma":[0.00001008071,0.00002686807,0.003334208,0.0002004081,0.000005712407,0.003895718,0.00004230735,0.00002570014,0.00009026557,0.002499127,0.9898649,0.000004593968],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006201379,0.1119447,0.003277591,0.06192731,0.0270947,0.0002431427,0.0009063084,0.001130317,0.7872745],"genre_scores_gemma":[0.05740913,0.1241826,0.006361812,0.04147061,0.03763713,0.0002138508,0.0009098255,0.0002583013,0.7315568],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08339779,"threshold_uncertainty_score":0.2789934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02320551489322421,"score_gpt":0.2932065703140815,"score_spread":0.2700010554208573,"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."}}