{"id":"W2806294461","doi":"10.1093/ndt/gfy124","title":"Frailty, body composition and the risk of mortality in incident hemodialysis patients: the Predictors of Arrhythmic and Cardiovascular Risk in End Stage Renal Disease study","year":2018,"lang":"en","type":"article","venue":"Nephrology Dialysis Transplantation","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":65,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; University of Toronto; Institute for Clinical Evaluative Sciences; SickKids Foundation; Hospital for Sick Children","funders":"National Institute of Diabetes and Digestive and Kidney Diseases; National Institute of Allergy and Infectious Diseases; National Institute on Aging; National Institutes of Health; Johns Hopkins University","keywords":"Medicine; Hemodialysis; End stage renal disease; Internal medicine; Disease; Cardiology; Intensive care medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001838943,0.0001657241,0.0006575075,0.0003040049,0.00009289075,0.000012066,0.00008381604,0.00006225595,0.00002161389],"category_scores_gemma":[0.0000819231,0.0000983852,0.0002655328,0.0004179986,0.0006415084,0.00008128455,0.0000341546,0.0001593663,5.494268e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002579292,"about_ca_system_score_gemma":0.00002916671,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002804242,"about_ca_topic_score_gemma":0.002493687,"domain_scores_codex":[0.9968115,0.00154065,0.0006610092,0.0003507,0.0004838968,0.0001522607],"domain_scores_gemma":[0.9988361,0.0002689983,0.0003136295,0.000423779,0.00008728124,0.00007018249],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004250971,0.0006719502,0.9839979,0.00009548636,0.002867171,0.00002427814,0.004806218,0.001744835,0.0001300457,0.00001868943,0.000002642761,0.001389768],"study_design_scores_gemma":[0.008739854,0.0002470934,0.974133,0.00003487105,0.01402559,6.51318e-7,0.0003532761,0.002125238,0.0001388454,0.0001120003,0.00001242673,0.00007719343],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974365,0.0004262391,0.0004719911,0.00007016885,0.00003787816,0.001312797,0.0001880204,0.000007350606,0.00004900635],"genre_scores_gemma":[0.9970702,0.002482354,0.00001565067,0.00007219155,0.0000601652,0.0001050965,0.000183658,0.000008808299,0.000001852773],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01115842,"threshold_uncertainty_score":0.4239193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007673184094798563,"score_gpt":0.2400191544297513,"score_spread":0.2323459703349527,"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."}}