{"id":"W2982553809","doi":"10.1136/bmj.l5873","title":"Status of care for end stage kidney disease in countries and regions worldwide: international cross sectional survey","year":2019,"lang":"en","type":"article","venue":"BMJ","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":272,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of Ottawa; University of British Columbia; St. Michael's Hospital; University of Calgary; University of Alberta","funders":"International Society of Nephrology","keywords":"Medicine; Renal replacement therapy; Nephrology; Kidney disease; Peritoneal dialysis; Dialysis; Kidney transplantation; Population; Transplantation; End stage renal disease; Environmental health; Disease; Intensive care medicine; Internal medicine","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":[0.000204139,0.00006253164,0.0001407061,0.00011239,0.0000205885,0.00002528099,0.00003855631,0.00001900135,0.0003264845],"category_scores_gemma":[0.0002636172,0.00005231388,0.00005902194,0.00006924788,0.0000526718,0.00004915423,0.0000408226,0.00003243213,0.000004990905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006045948,"about_ca_system_score_gemma":0.000192619,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001729547,"about_ca_topic_score_gemma":0.0002338595,"domain_scores_codex":[0.9992698,0.00002499969,0.0001978221,0.0001591601,0.0002240848,0.0001241185],"domain_scores_gemma":[0.9993877,0.00008081236,0.00006660576,0.0001275087,0.0001643737,0.0001730019],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001056218,0.00007134931,0.9918399,0.0003926136,0.00007902645,0.000006923322,0.0001280775,0.0001291939,0.00001131004,0.002404456,0.003757208,0.0001236651],"study_design_scores_gemma":[0.001477663,0.00003657678,0.8968853,0.00007118831,0.00002390055,1.881546e-7,0.00008886006,0.0002778308,0.000009099241,0.00004743771,0.1010301,0.00005181126],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928509,0.0003123722,0.00007020156,0.0007575355,0.0003304858,0.000755228,0.002399556,0.000008501713,0.002515223],"genre_scores_gemma":[0.9923272,0.00007881664,0.00006731151,0.0003513569,0.0000701223,0.0000417144,0.001194461,0.000007488034,0.005861545],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09727295,"threshold_uncertainty_score":0.3574777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02341477338096766,"score_gpt":0.341514826989392,"score_spread":0.3181000536084243,"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."}}