{"id":"W3191578198","doi":"10.1177/08968608211036796","title":"Incremental peritoneal dialysis in incident end-stage kidney disease patients","year":2021,"lang":"en","type":"article","venue":"Peritoneal Dialysis International","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Medicine; Peritoneal dialysis; Discontinuation; Renal function; Hazard ratio; Internal medicine; Kidney disease; Dialysis; Retrospective cohort study; End stage renal disease; Body mass index; Surgery; Cohort; Confidence interval; Proportional hazards model; Hemodialysis","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005186732,0.0002343022,0.0003138827,0.0004458651,0.0003945162,0.0006954534,0.0003649822,0.0002987125,0.001027827],"category_scores_gemma":[0.001932624,0.0002160334,0.0003961958,0.0009825568,0.0001814643,0.0004104191,0.0003809372,0.000753959,0.000146715],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003002411,"about_ca_system_score_gemma":0.0004028151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003117896,"about_ca_topic_score_gemma":0.003510014,"domain_scores_codex":[0.9995044,0.0001093069,0.0000554617,0.000125365,0.0001103086,0.00009510651],"domain_scores_gemma":[0.9981903,0.0001969472,0.001092214,0.0001051325,0.0001202235,0.0002951637],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000517304,0.00001300003,0.9995481,0.000003291232,0.00001481965,0.00004527454,0.00001217488,0.00001979952,0.00003395534,0.000005225656,0.00002522849,0.0002273287],"study_design_scores_gemma":[0.00000838679,0.00007766517,0.9991913,0.000004534278,0.00001660282,0.0003620363,0.00005060907,0.0001299888,0.00002518727,0.00001489819,0.0001162048,0.000002471025],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992079,0.0001307,0.00005200097,0.00002418553,0.000005207384,0.000005933616,0.0003795353,0.000002177072,0.0001924125],"genre_scores_gemma":[0.9993976,0.0000686278,0.00004881192,0.00002063601,0.000008988078,0.00000666906,0.0003960695,0.000001026008,0.00005159462],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003117896,"threshold_uncertainty_score":0.006199479,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.011243057829424,"score_gpt":0.2746606704478876,"score_spread":0.2634176126184636,"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."}}