{"id":"W3166699140","doi":"10.1177/20543581211022195","title":"Understanding Home Hemodialysis Patient Attrition: A Cohort Study","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Kidney Health and Disease","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Hemodialysis; Retrospective cohort study; Home hemodialysis; Cohort; Proportional hazards model; Population; Hazard ratio; Surgery; Internal medicine; Confidence interval","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":[0.003432725,0.0002909267,0.0003459896,0.0009955106,0.001942494,0.001397696,0.001095312,0.0006545743,0.002322516],"category_scores_gemma":[0.008787354,0.0003489451,0.0007778995,0.001744125,0.0004067404,0.001153053,0.001165294,0.001334684,0.0002527278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002084058,"about_ca_system_score_gemma":0.003372842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.153379,"about_ca_topic_score_gemma":0.1798503,"domain_scores_codex":[0.9981893,0.0004072209,0.0001333787,0.0003667389,0.0003737607,0.0005296128],"domain_scores_gemma":[0.9954332,0.0008352522,0.001576248,0.0005883261,0.001000045,0.0005670419],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005477723,0.0000571103,0.9981601,0.000005514914,0.00002964412,0.00002486802,0.0002982929,0.00001210272,0.0000170704,0.00002713993,0.0002520781,0.001061331],"study_design_scores_gemma":[0.0000169877,0.0001074381,0.9972208,0.00002673297,0.00004809526,0.0001245267,0.001419291,0.000355037,0.00002624037,0.00005278208,0.0005916317,0.00001043616],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981035,0.0001293683,0.0001784884,0.0001672425,0.000009440731,0.00005709192,0.0008732994,0.000002705124,0.0004789142],"genre_scores_gemma":[0.9984549,0.0001326797,0.0002595362,0.000109809,0.00001215385,0.00006227765,0.0007793056,0.000003592972,0.0001856889],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.153379,"threshold_uncertainty_score":0.3049725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05223540638158109,"score_gpt":0.2785171829518869,"score_spread":0.2262817765703058,"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."}}