{"id":"W4402254260","doi":"10.1093/ndt/gfae131","title":"Global structures, practices, and tools for provision of hemodialysis","year":2024,"lang":"en","type":"article","venue":"Nephrology Dialysis Transplantation","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Alberta; University of British Columbia","funders":"University of Alberta; International Society of Nephrology","keywords":"Medicine; Interquartile range; Hemodialysis; Population; Environmental health; Family medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004512311,0.0002016236,0.0001367245,0.002120029,0.0004988099,0.001720163,0.0005749566,0.0003039878,0.002293505],"category_scores_gemma":[0.01197926,0.0001569402,0.000270318,0.00310181,0.001293303,0.001409516,0.002061319,0.0004043973,0.0001948988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001579428,"about_ca_system_score_gemma":0.003436219,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006217184,"about_ca_topic_score_gemma":0.006741141,"domain_scores_codex":[0.9958917,0.002233182,0.0003897467,0.0004167599,0.0007221263,0.0003464416],"domain_scores_gemma":[0.9865115,0.002836688,0.007061482,0.001006694,0.001475133,0.00110849],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003186298,0.00005368995,0.9019477,0.000385022,0.00008462676,0.0001218918,0.01047227,0.0004215282,0.0003229429,0.007231505,0.003768514,0.07515839],"study_design_scores_gemma":[0.00001092586,0.00008015316,0.9528817,0.0006227159,0.00004048599,0.0003871121,0.01383908,0.000492972,0.000203835,0.00306758,0.02834571,0.00002782108],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.933279,0.005171081,0.005048692,0.01124432,0.00007565133,0.0001693279,0.00286286,0.0001297951,0.04201927],"genre_scores_gemma":[0.9953671,0.001040943,0.002688239,0.0002110824,0.00001849176,0.00004360944,0.000420029,0.0000082078,0.000202462],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006217184,"threshold_uncertainty_score":0.02386367,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01915746279442576,"score_gpt":0.3068423428666444,"score_spread":0.2876848800722186,"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."}}