{"id":"W4415592684","doi":"10.1177/08968608251385614","title":"Incremental start and clinical outcomes in peritoneal dialysis: International results from PDOPPS","year":2025,"lang":"en","type":"article","venue":"Peritoneal Dialysis International","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"","keywords":"Peritoneal dialysis; Peritonitis; Dialysis; Continuous ambulatory peritoneal dialysis; Medical prescription; Renal replacement therapy; Proportional hazards model; Logistic regression; Prospective cohort study","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.003159543,0.0003171778,0.0003311024,0.00110094,0.0003136876,0.001125081,0.0005045629,0.0002890241,0.001606144],"category_scores_gemma":[0.009801636,0.0001591257,0.0008651665,0.002835749,0.000453152,0.000659991,0.001715288,0.0008466447,0.0001944271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005938151,"about_ca_system_score_gemma":0.0009294757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01211148,"about_ca_topic_score_gemma":0.006589363,"domain_scores_codex":[0.9988896,0.0003300716,0.0001183131,0.0002485661,0.0002596547,0.0001536863],"domain_scores_gemma":[0.9886537,0.003388665,0.004416525,0.000779181,0.001498742,0.001263078],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003971383,0.00003335483,0.9922898,0.00006806392,0.0002677478,0.00003645663,0.0001862007,0.00009950928,0.00002272336,0.00007235734,0.000368645,0.006158066],"study_design_scores_gemma":[0.00003232516,0.0001044864,0.9980087,0.00008812956,0.0002148693,0.00009775523,0.0002663976,0.0001008044,0.00003169745,0.00006043116,0.0009887826,0.000005724828],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901253,0.002805431,0.0003793095,0.0003527689,0.00002628434,0.00003190947,0.004000578,0.000008281942,0.002270013],"genre_scores_gemma":[0.994908,0.001469527,0.0002587919,0.0001051149,0.00005728546,0.00003653268,0.002947501,0.00000893346,0.0002082107],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01211148,"threshold_uncertainty_score":0.02408201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0215701620792743,"score_gpt":0.3432159481493437,"score_spread":0.3216457860700694,"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."}}