{"id":"W3161914245","doi":"10.1177/08968608211016127","title":"Mortality, hospitalization and transfer to haemodialysis and hybrid therapy, in Japanese peritoneal dialysis patients","year":2021,"lang":"en","type":"article","venue":"Peritoneal Dialysis International","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Peritoneal dialysis; Dialysis; Peritonitis; Renal replacement therapy; Hemodialysis; Mortality rate; Intensive care medicine; Internal medicine; End stage renal disease; Surgery","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"],"consensus_categories":[],"category_scores_codex":[0.0002850957,0.0003102652,0.0006682161,0.0005789684,0.0001026323,0.0002350237,0.0001452412,0.00008316862,0.0004637081],"category_scores_gemma":[0.0002051066,0.0002867937,0.0003098109,0.0006484515,0.0001078316,0.0002297527,0.0001816641,0.0001302006,0.00001488656],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001333172,"about_ca_system_score_gemma":0.00005844476,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005899837,"about_ca_topic_score_gemma":0.0004370539,"domain_scores_codex":[0.9972397,0.0001390298,0.000628199,0.0008002704,0.0008894347,0.0003033643],"domain_scores_gemma":[0.9989013,0.00005381624,0.00004833601,0.0003377984,0.0003202523,0.000338477],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004772047,0.002362095,0.9252718,0.00009685977,0.002588011,0.0002838599,0.00532437,0.0002561237,0.004465294,0.0004110101,0.0003620388,0.05810133],"study_design_scores_gemma":[0.003015096,0.0001650201,0.9872904,0.00007272668,0.0007869317,0.000009457852,0.0004471201,0.003168667,0.001992815,0.00009958521,0.00253958,0.0004125739],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943517,0.0003316001,0.0002831942,0.002261204,0.0003119113,0.0004021591,0.0001094962,0.00003502354,0.001913659],"genre_scores_gemma":[0.995596,0.001148627,0.0002115286,0.001111449,0.000298863,0.0001300751,0.001100197,0.00003538051,0.0003678822],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06201862,"threshold_uncertainty_score":0.9999584,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01385814376043908,"score_gpt":0.2749436286926903,"score_spread":0.2610854849322513,"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."}}