{"id":"W4286001091","doi":"10.2337/dc22-0698","title":"Development and Validation of Prediction Models of Adverse Kidney Outcomes in the Population With and Without Diabetes","year":2022,"lang":"en","type":"review","venue":"Diabetes Care","topic":"Chronic Kidney Disease and Diabetes","field":"Medicine","cited_by":64,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Sunnybrook Hospital; University of Toronto; University of Manitoba; Ottawa Hospital; University of British Columbia","funders":"National Institute of Diabetes and Digestive and Kidney Diseases; National Institutes of Health; National Kidney Foundation; Academy of Medical Sciences","keywords":"Medicine; Diabetes mellitus; Interquartile range; Internal medicine; Albuminuria; Renal function; Kidney disease; Population; Endocrinology","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":[0.1340257,0.00369034,0.004565115,0.003724003,0.0005507271,0.004743901,0.003057536,0.001916952,0.000834613],"category_scores_gemma":[0.1400879,0.001693214,0.01398954,0.002418651,0.001341532,0.002198632,0.002668443,0.002895787,0.0002908857],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001332677,"about_ca_system_score_gemma":0.002461717,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00394164,"about_ca_topic_score_gemma":0.002721706,"domain_scores_codex":[0.9265205,0.06122465,0.002847072,0.005732506,0.002913966,0.0007612929],"domain_scores_gemma":[0.8124865,0.1599226,0.01237053,0.00906771,0.005102037,0.001050512],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0117775,0.000422876,0.4415963,0.003847192,0.4033015,0.0002669567,0.0002189712,0.07979725,0.0005763184,0.001036557,0.003335109,0.05382345],"study_design_scores_gemma":[0.00719673,0.005682426,0.2009447,0.003204547,0.3199589,0.0008950885,0.0002621629,0.4405995,0.002331805,0.01273028,0.005871878,0.0003219794],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.6619513,0.1598548,0.1581829,0.005585162,0.00144095,0.00131813,0.007027214,0.00106228,0.003577155],"genre_scores_gemma":[0.9734932,0.005154185,0.0174866,0.00069682,0.0002696259,0.000463265,0.002034327,0.00008549028,0.0003166353],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.1340257,"threshold_uncertainty_score":0.7088039,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02897256003526618,"score_gpt":0.2848717898058835,"score_spread":0.2558992297706173,"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."}}