{"id":"W2617008493","doi":"10.1177/2054358117705371","title":"Potential Role of Serum and Urinary Biomarkers in Diagnosis and Prognosis of Diabetic Nephropathy","year":2017,"lang":"en","type":"review","venue":"Canadian Journal of Kidney Health and Disease","topic":"Chronic Kidney Disease and Diabetes","field":"Medicine","cited_by":146,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital; McGill University Health Centre; Centre Hospitalier de l’Université de Montréal","funders":"Kidney Foundation of Canada","keywords":"Medicine; Diabetic nephropathy; Urinary system; Diabetes mellitus; Internal medicine; Urology; Biomarker; Intensive care medicine; Endocrinology","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003925877,0.0003097317,0.001849043,0.0008125535,0.0001205339,0.0000335679,0.0001312502,0.0001495831,0.00005508147],"category_scores_gemma":[0.006426534,0.0002608825,0.0002835066,0.0001478184,0.0004226027,0.0001240098,0.00004093445,0.000261148,4.172479e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001451577,"about_ca_system_score_gemma":0.07330432,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001530713,"about_ca_topic_score_gemma":0.0001246136,"domain_scores_codex":[0.9978772,0.0001625584,0.001009479,0.0002746393,0.000201365,0.0004747464],"domain_scores_gemma":[0.9673898,0.00008450823,0.0009697602,0.0002697258,0.000111148,0.03117505],"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":[0.0001216118,0.000189546,0.2269228,0.08057071,0.0002984029,0.000539677,0.0001330365,3.016407e-8,2.086149e-7,0.00001213692,0.01066151,0.6805503],"study_design_scores_gemma":[0.004776809,0.001953186,0.05262337,0.1157696,0.004457162,0.000330929,0.0003116598,0.00002207086,0.000001535829,0.0004198632,0.818799,0.0005348126],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01525996,0.9781694,1.237179e-7,0.004134377,0.0001100161,0.0007465815,0.001538105,0.000002139052,0.00003928341],"genre_scores_gemma":[0.03691459,0.9609935,0.00003054992,0.001815671,0.0001211531,0.00002569688,0.00005963245,0.00003172772,0.000007446082],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8081375,"threshold_uncertainty_score":0.9999843,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02927552611767164,"score_gpt":0.3205075513331052,"score_spread":0.2912320252154336,"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."}}