{"id":"W4386623647","doi":"10.1159/000531823","title":"A Systems Nephrology Approach to Diabetic Kidney Disease Research and Practice","year":2023,"lang":"en","type":"review","venue":"˜The œNephron journals/Nephron journals","topic":"Chronic Kidney Disease and Diabetes","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Health Service Executive; Wellcome Trust; Canadian Institute for Theoretical Astrophysics","keywords":"Nephrology; Internal medicine; Medicine; Clinical Practice; Disease; Kidney disease; Intensive care medicine; Family medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.01673629,0.001848325,0.005600716,0.003161196,0.001729441,0.001954139,0.00183593,0.001127779,0.0006496751],"category_scores_gemma":[0.00856954,0.00124435,0.001603425,0.004162134,0.001030888,0.0007504136,0.001234397,0.006384321,0.002150349],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001632133,"about_ca_system_score_gemma":0.009055946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008211553,"about_ca_topic_score_gemma":0.000004866595,"domain_scores_codex":[0.9800261,0.006522166,0.003873785,0.002063954,0.004051668,0.003462359],"domain_scores_gemma":[0.9767076,0.006364225,0.002155401,0.002863744,0.001924147,0.009984904],"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":[0.001262152,0.002177035,0.0000669485,0.04997783,0.006775934,0.002353265,0.0008710449,0.00004820594,0.0000553787,0.0004708034,0.7563812,0.1795602],"study_design_scores_gemma":[0.002123315,0.0007551747,0.0001512403,0.0444153,0.008130239,0.005727571,0.001023335,0.0001888452,4.223509e-7,0.0005006386,0.9358766,0.001107317],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00009796538,0.9781243,0.0001759016,0.01006081,0.001152093,0.006420959,0.0004833515,0.0002526832,0.003231978],"genre_scores_gemma":[0.0002165367,0.9769899,0.0002540444,0.007589092,0.006670061,0.00142187,0.0002315839,0.000634451,0.005992437],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1794954,"threshold_uncertainty_score":0.9997817,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2224710754825899,"score_gpt":0.4552071862455235,"score_spread":0.2327361107629336,"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."}}