{"id":"W3116793219","doi":"10.1016/j.kint.2020.12.010","title":"Supplemented ERA-EDTA Registry data evaluated the frequency of dialysis, kidney transplantation, and comprehensive conservative management for patients with kidney failure in Europe","year":2021,"lang":"en","type":"article","venue":"Kidney International","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":61,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European Renal Association-European Dialysis and Transplant Association; European Commission","keywords":"Medicine; Renal replacement therapy; Dialysis; Kidney transplantation; Transplantation; Peritoneal dialysis; Incidence (geometry); Kidney disease; Population; Hemodialysis; Kidney; Nephrology; Internal medicine; Environmental health","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001113083,0.0001805457,0.000265645,0.0001158847,0.0000629261,0.0000294683,0.0002232603,0.00003888653,0.0002446088],"category_scores_gemma":[0.0002769537,0.0001248276,0.00004253973,0.0003274434,0.0000944588,0.0001641901,0.00004519931,0.0001086307,0.000002690493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004224401,"about_ca_system_score_gemma":0.0003662693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001146945,"about_ca_topic_score_gemma":0.00007919686,"domain_scores_codex":[0.9984567,0.00008859368,0.0004323763,0.0003976711,0.0004723494,0.0001522735],"domain_scores_gemma":[0.9981491,0.0001403154,0.0001876689,0.0003754677,0.0009430388,0.0002044089],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00109035,0.0006928171,0.9740574,0.0008498839,0.003115037,0.0001655106,0.0007168903,0.00002009049,0.0006139759,0.002365885,0.01610253,0.0002096508],"study_design_scores_gemma":[0.02907236,0.0002456655,0.9397876,0.001781592,0.001438212,0.00006043391,0.0003208456,0.0007586567,0.00110028,0.0002015122,0.0249863,0.0002465654],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8126625,0.0001382986,0.006321396,0.1034023,0.0007522961,0.005153266,0.06614569,0.00007482727,0.005349488],"genre_scores_gemma":[0.8541126,0.0007165109,0.01712131,0.007435129,0.00005495162,0.0001327376,0.1194396,0.00003761496,0.0009495683],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09596713,"threshold_uncertainty_score":0.509032,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02785265733150332,"score_gpt":0.3050119831573047,"score_spread":0.2771593258258014,"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."}}