{"id":"W7118015300","doi":"10.1007/978-3-032-10050-4_26","title":"Kidney Function Assessment","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Chronic Kidney Disease and Diabetes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Kidney disease; Renal function; Kidney; Diabetes mellitus; Disease; Identification (biology); Kidney disorder","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":[0.0005779265,0.0006729573,0.0005970582,0.0009104767,0.0003890605,0.0009585731,0.0006958224,0.0005803865,0.1241656],"category_scores_gemma":[0.001277988,0.0002123461,0.000420288,0.0005675055,0.0001587483,0.0007188802,0.0008487626,0.001539479,0.07879076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004555879,"about_ca_system_score_gemma":0.0008963725,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002093649,"about_ca_topic_score_gemma":0.006231486,"domain_scores_codex":[0.999751,0.00004196369,0.00001356377,0.00003528625,0.0001367069,0.00002148811],"domain_scores_gemma":[0.9996941,0.00007257498,0.000015041,0.00003056592,0.0001458644,0.00004191114],"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":[0.00002462625,0.00006040982,0.0004321451,0.0001180005,0.000006611732,0.0000811494,0.00003835907,0.0001342667,0.0002669994,0.004151829,0.6029167,0.3917688],"study_design_scores_gemma":[0.000007364825,0.00003916694,0.002116629,0.0003119106,0.000007612013,0.0006384916,0.00003380364,0.0001963209,0.0002867539,0.004678541,0.991674,0.000009362641],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001430469,0.01533807,0.0168976,0.00601527,0.002917822,0.0002686008,0.003981928,0.001502864,0.9516475],"genre_scores_gemma":[0.006040654,0.0102938,0.01041095,0.003168537,0.0007585381,0.0002093194,0.003377026,0.0002847854,0.9654564],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1241656,"threshold_uncertainty_score":0.4153753,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01120060740453581,"score_gpt":0.2736528164262319,"score_spread":0.2624522090216961,"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."}}