{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004254549,0.000286029,0.0006983019,0.000557571,0.0001200135,0.00007873385,0.0001724025,0.000115578,0.0003267617],"category_scores_gemma":[0.00021749,0.0002475048,0.0003958211,0.0004700766,0.000136323,0.0001648381,0.0001465693,0.0002971795,0.000005891806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001728818,"about_ca_system_score_gemma":0.00005756686,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009137969,"about_ca_topic_score_gemma":0.000445988,"domain_scores_codex":[0.9971312,0.000102677,0.0006602512,0.0006309826,0.001253505,0.0002213877],"domain_scores_gemma":[0.9986168,0.00004961654,0.0003327615,0.0004573273,0.0003506229,0.0001928837],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001998478,0.001839781,0.9803663,0.00002902288,0.001443237,0.00001928559,0.0004751536,0.000041217,0.01210689,0.0002545786,0.0001688464,0.003055795],"study_design_scores_gemma":[0.0008970038,0.0003352311,0.9918591,0.00003682146,0.001327762,0.00000328995,0.0002890574,0.002315647,0.00200019,0.00007638399,0.0006366383,0.0002229209],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948622,0.00001459647,0.0003996304,0.000484476,0.0005414195,0.001306804,0.0001094011,0.00006720207,0.002214264],"genre_scores_gemma":[0.9969961,0.000009908093,0.001201844,0.0001398462,0.000568634,0.0004618912,0.0005079979,0.00003356237,0.00008021756],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01149271,"threshold_uncertainty_score":0.9999977,"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."}}