{"id":"W4214855220","doi":"10.1016/j.ekir.2022.02.016","title":"Mortality Trends After Transfer From Peritoneal Dialysis to Hemodialysis","year":2022,"lang":"en","type":"article","venue":"Kidney International Reports","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; Toronto General Hospital; St. Michael's Hospital; Université de Montréal; Hôpital Maisonneuve-Rosemont","funders":"National Institute of Diabetes and Digestive and Kidney Diseases; University of Michigan; Fresenius Medical Care North America; Fonds de Recherche du Québec - Santé; Baxter Healthcare Corporation; Government of South Australia; National Institutes of Health; Universidade Paranaense; Recycled Materials Resource Center","keywords":"Medicine; Peritoneal dialysis; Hemodialysis; Dialysis; Mortality rate; Renal replacement therapy; Transplantation; Proportional hazards model; Internal medicine; Surgery","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003319804,0.000185911,0.0003674024,0.0004499076,0.0001051257,0.00006208802,0.0001455207,0.00003281685,0.0321314],"category_scores_gemma":[0.0001588261,0.0001699604,0.0005992017,0.000462811,0.00002760791,0.00007417369,0.0002048275,0.0001460237,0.00004011727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002811565,"about_ca_system_score_gemma":0.000121058,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008548804,"about_ca_topic_score_gemma":0.00004289086,"domain_scores_codex":[0.9971207,0.000063543,0.0005818974,0.0006005876,0.001423791,0.0002094964],"domain_scores_gemma":[0.9986891,0.00001837627,0.00007841353,0.0005223588,0.0001135018,0.000578218],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00252829,0.005775685,0.6811205,0.00006950109,0.01547664,0.02611909,0.003890226,0.002471874,0.01114104,0.0005712129,0.1889705,0.06186553],"study_design_scores_gemma":[0.0006655768,0.00008443832,0.5015655,0.00002243889,0.001632453,0.00005255566,0.000116113,0.000506461,0.0006380976,0.0002536244,0.4941753,0.000287474],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9511071,0.00004694471,0.0005939652,0.01087522,0.001426019,0.0001980732,0.0005499676,0.00006930087,0.03513337],"genre_scores_gemma":[0.980691,0.000007432627,0.000255481,0.007244404,0.0005114165,0.0004490526,0.001850763,0.00002520704,0.008965271],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3052048,"threshold_uncertainty_score":0.9687533,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01298579236254243,"score_gpt":0.2781481839710778,"score_spread":0.2651623916085354,"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."}}