{"id":"W3158809461","doi":"10.1159/000515541","title":"Tackling Dialysis Burden around the World: A Global Challenge","year":2021,"lang":"en","type":"article","venue":"Kidney Diseases","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"Barts Charity","keywords":"Medicine; China; Promotion (chess); Peritoneal dialysis; Intensive care medicine; Dialysis; Economic growth; Kidney transplantation; Renal replacement therapy; Kidney disease; Transplantation; Family medicine; Political science; Internal medicine; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0000926517,0.0001936632,0.0003418495,0.00006979202,0.000175133,0.0001357988,0.0001538524,0.00002974262,0.001395265],"category_scores_gemma":[0.0006666682,0.0001240837,0.0005092076,0.0007780271,0.00008939923,0.00006590152,0.0001831468,0.00007997151,0.0002026988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009888984,"about_ca_system_score_gemma":0.0003446275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004292547,"about_ca_topic_score_gemma":0.00004081706,"domain_scores_codex":[0.9984174,0.0001010206,0.0002528798,0.0003987465,0.000517167,0.0003128293],"domain_scores_gemma":[0.9983422,0.00007518498,0.00006804327,0.0006375432,0.0001238228,0.0007532102],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000928449,0.006174983,0.09751558,0.001950524,0.01001313,0.005702762,0.0008608339,0.0007201233,0.0004467373,0.04002726,0.7033895,0.1322701],"study_design_scores_gemma":[0.002139769,0.00007435156,0.08274083,0.0006603317,0.008525829,0.00001428853,0.001608244,0.001500586,0.0000809077,0.00276325,0.8993937,0.000497967],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1732456,0.04839598,0.0006010158,0.2625094,0.001943904,0.001864174,0.001489397,0.0007225574,0.5092279],"genre_scores_gemma":[0.9802696,0.0005882233,0.0000984389,0.006906653,0.001486826,0.00007245511,0.000334878,0.00002171264,0.01022124],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8070239,"threshold_uncertainty_score":0.9995176,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01349403207768364,"score_gpt":0.2812553205875232,"score_spread":0.2677612885098396,"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."}}