{"id":"W3029087052","doi":"10.3389/fendo.2020.00289","title":"Metabolic Surgery to Treat Obesity in Diabetic Kidney Disease, Chronic Kidney Disease, and End-Stage Kidney Disease; What Are the Unanswered Questions?","year":2020,"lang":"en","type":"review","venue":"Frontiers in Endocrinology","topic":"Neurological and metabolic disorders","field":"Medicine","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Servier; European Foundation for the Study of Diabetes; Vetenskapsrådet; Science Foundation Ireland; Health Research Board; Canadian Institute for Theoretical Astrophysics; Health Service Executive; Wellcome Trust; Medical Research Council; Wellcome","keywords":"Medicine; Kidney disease; Diabetes mellitus; Kidney transplantation; Nephrology; Transplantation; Diabetic nephropathy; Population; Internal medicine; End stage renal disease; Kidney; Disease; Endocrinology","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":["metaepi_narrow"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.0002710376,0.001296937,0.004798716,0.001138456,0.0001865985,0.0001110157,0.0006985807,0.0003136861,0.0003055614],"category_scores_gemma":[0.005452151,0.0009221298,0.0009914299,0.00154844,0.0008480062,0.0002868239,0.0005741253,0.001488944,0.0000770867],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003370912,"about_ca_system_score_gemma":0.003884316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009376307,"about_ca_topic_score_gemma":0.00002305681,"domain_scores_codex":[0.9927419,0.001578937,0.001357063,0.001999732,0.0005325964,0.001789814],"domain_scores_gemma":[0.9920375,0.0004261865,0.0004332011,0.00144305,0.00006818931,0.005591819],"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":[0.001057463,0.001223813,0.1389596,0.02182242,0.0006111133,0.005924796,0.00009264721,0.000008525463,0.000001162859,0.00149979,0.10138,0.7274187],"study_design_scores_gemma":[0.001450635,0.00008447211,0.04429216,0.006296675,0.003093929,0.00002372784,0.00006554915,0.00002430408,7.476576e-7,0.0004590628,0.9434514,0.0007573414],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0007874844,0.9673364,0.00006426458,0.02300878,0.002738013,0.00362429,0.002159558,0.0001855143,0.00009568955],"genre_scores_gemma":[0.0009143396,0.9800219,0.00008390009,0.01377311,0.0005082362,0.001848161,0.001590021,0.0001477461,0.001112606],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8420714,"threshold_uncertainty_score":0.9999782,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02533547539645084,"score_gpt":0.2835849850978604,"score_spread":0.2582495097014095,"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."}}