{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003370119,0.000383844,0.0006623568,0.0006505014,0.000132967,0.0002198232,0.0003448633,0.00009783111,0.007903391],"category_scores_gemma":[0.0007502456,0.0003699072,0.0007885908,0.0007321529,0.0001316312,0.000296007,0.0005010263,0.0002683917,0.0002062735],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00071443,"about_ca_system_score_gemma":0.0004015766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004917151,"about_ca_topic_score_gemma":0.000283155,"domain_scores_codex":[0.9957399,0.0001939124,0.0009158382,0.0008915619,0.001777951,0.0004808312],"domain_scores_gemma":[0.9980219,0.00005936602,0.0002141543,0.0005648891,0.0002704645,0.0008692159],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007734086,0.00458345,0.9730765,0.0001057102,0.001486535,0.001317838,0.0006451127,0.0001801378,0.002494692,0.00070632,0.003968084,0.01066216],"study_design_scores_gemma":[0.004065309,0.00006516709,0.937085,0.00014376,0.0009019512,0.000004166774,0.000338716,0.003147233,0.001272529,0.00009584548,0.05239697,0.0004833436],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9808654,0.0001953647,0.0001100649,0.003755452,0.001154392,0.0003750042,0.0005338633,0.0000668,0.01294366],"genre_scores_gemma":[0.985708,0.0002425074,0.0004373768,0.002727255,0.0007467511,0.0001770604,0.006357322,0.00004726244,0.003556456],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04842889,"threshold_uncertainty_score":0.9998753,"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."}}