{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002289494,0.0002729099,0.001142259,0.0002515654,0.00005439674,0.000006924683,0.00007971164,0.0001108911,0.00001730696],"category_scores_gemma":[0.0001165319,0.0001720861,0.0001109426,0.0002433471,0.0000662384,0.0001199803,0.00006459435,0.0001717403,3.799315e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001206764,"about_ca_system_score_gemma":0.000377754,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009756782,"about_ca_topic_score_gemma":0.000003156897,"domain_scores_codex":[0.9984714,0.0001176478,0.0005434764,0.0002969718,0.000381231,0.0001892505],"domain_scores_gemma":[0.9990875,0.000135893,0.0003382194,0.000273218,0.00005558911,0.0001096076],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000007848408,0.00006979332,0.8668374,0.02993242,0.0002258146,5.876494e-7,0.001237539,0.000006856939,0.00000147775,0.00002388007,0.00001869979,0.1016377],"study_design_scores_gemma":[0.0108827,0.0018733,0.562898,0.08805755,0.01879955,0.000008620871,0.009934231,0.000911727,0.0005892486,0.0002609211,0.303784,0.002000161],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.464976,0.5334225,4.739545e-7,0.00001258699,0.00003372025,0.0010145,0.0004221031,0.00001526185,0.0001028874],"genre_scores_gemma":[0.3815504,0.6083619,0.000462043,0.000151358,0.00004358766,0.000646751,0.00869278,0.00007392472,0.00001721545],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3039394,"threshold_uncertainty_score":0.701747,"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."}}