{"id":"W2329796166","doi":"10.3747/pdi.2010.00096","title":"Patient and Physician Predictors of Peritoneal Dialysis Technique Failure: A Population Based, Retrospective Cohort Study","year":2010,"lang":"en","type":"article","venue":"Peritoneal Dialysis International","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":102,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; Health Sciences Centre; Sunnybrook Health Science Centre; Foothills Medical Centre; Institute for Clinical Evaluative Sciences; University of Calgary; University Health Network; University of Toronto","funders":"Kidney Foundation of Canada; Heart and Stroke Foundation of Canada","keywords":"Medicine; Retrospective cohort study; Hemodialysis; Internal medicine; Peritoneal dialysis; Heart failure; Hazard ratio; Dialysis; Proportional hazards model; Population; Nephrology; Diabetes mellitus; Kidney disease; Coronary artery disease; Cohort study; Surgery; Confidence interval","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0008977763,0.0003259481,0.0004309057,0.0008082958,0.0008301123,0.0007769305,0.0005619148,0.0004863275,0.001069459],"category_scores_gemma":[0.002097795,0.0006073461,0.0004627553,0.002001627,0.0003894687,0.0005739538,0.0005143402,0.0007740562,0.0001580374],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001691591,"about_ca_system_score_gemma":0.00205875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1450847,"about_ca_topic_score_gemma":0.1672517,"domain_scores_codex":[0.999156,0.000138376,0.00006639164,0.0002193242,0.0002384738,0.0001815063],"domain_scores_gemma":[0.9984691,0.000175822,0.0006368968,0.0001724042,0.0002446299,0.0003011537],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004301006,0.00003155211,0.9993801,0.000004458496,0.00002588095,0.00005766832,0.00008730606,0.00001521361,0.00004478464,0.000006679471,0.00007971756,0.0002235941],"study_design_scores_gemma":[0.00001517813,0.00008368783,0.9992511,0.000005081854,0.00002246892,0.0001559371,0.0001720774,0.0001260792,0.00001217518,0.000007642763,0.0001447184,0.000003851756],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987354,0.0001093314,0.00007165827,0.00003551021,0.000003145939,0.00003058282,0.0008260766,0.000002472027,0.0001859559],"genre_scores_gemma":[0.9988958,0.0001238547,0.0001082739,0.00003922467,0.000007359829,0.00002751627,0.0006892471,0.000001424525,0.0001072521],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1450847,"threshold_uncertainty_score":0.2884804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003950664620480414,"score_gpt":0.2434543121674682,"score_spread":0.2395036475469878,"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."}}