{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004138405,0.000206315,0.0002262982,0.0005335431,0.000491616,0.0006276207,0.0002782561,0.0002815209,0.0007736728],"category_scores_gemma":[0.001465744,0.0001966741,0.0005187842,0.0007915968,0.0002674127,0.0004432844,0.0007112713,0.0004077111,0.0000775154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006401964,"about_ca_system_score_gemma":0.0005804365,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01038091,"about_ca_topic_score_gemma":0.01140311,"domain_scores_codex":[0.9996603,0.00005761208,0.00008205072,0.00007694159,0.00005389409,0.00006921049],"domain_scores_gemma":[0.9988353,0.00007050217,0.0007538829,0.00003677734,0.00008064303,0.0002230364],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003305224,0.000008790382,0.9992287,0.0000128967,0.0000208312,0.00005443104,0.0001023849,0.00001652572,0.00004411,0.00000432078,0.0000492137,0.0004246355],"study_design_scores_gemma":[0.000002853202,0.00002968396,0.9992718,0.000007902119,0.00001513651,0.0002101812,0.0003197962,0.00005743426,0.00001349167,0.000007005858,0.00006243426,0.000002268674],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994065,0.0002491657,0.00001914201,0.00004088113,0.000002663314,0.000002298127,0.0001401231,0.000001149809,0.0001382163],"genre_scores_gemma":[0.9995688,0.0001424403,0.00002429582,0.00001710801,0.000005537465,0.000004657413,0.0002031325,4.474689e-7,0.0000336106],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01038091,"threshold_uncertainty_score":0.02064103,"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."}}