{"id":"W2175003259","doi":"10.1053/j.ajkd.2015.09.024","title":"Functional Dependence and Mortality in the International Dialysis Outcomes and Practice Patterns Study (DOPPS)","year":2015,"lang":"en","type":"article","venue":"American Journal of Kidney Diseases","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":159,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network","funders":"National Institutes of Health; National Institute of Diabetes and Digestive and Kidney Diseases; Kidney Foundation of Canada; Fresenius Medical Care North America; Amgen","keywords":"Medicine; Confounding; Dialysis; Quality of life (healthcare); Activities of daily living; Prospective cohort study; Proportional hazards model; Hemodialysis; Internal medicine; Cohort study; Intensive care medicine; Physical therapy","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0008312167,0.0001052297,0.0003106448,0.0001605189,0.00003104185,0.00007956995,0.0001212639,0.000007928466,0.00003606811],"category_scores_gemma":[0.004779003,0.00005992399,0.00009644044,0.0001694677,0.0001234964,0.0002281935,0.00007171534,0.0001046365,0.000001482759],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003898419,"about_ca_system_score_gemma":0.0002266711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002410088,"about_ca_topic_score_gemma":0.00001784215,"domain_scores_codex":[0.9983346,0.0002711204,0.0003255413,0.0001470538,0.0008236741,0.0000980412],"domain_scores_gemma":[0.9983933,0.0003504426,0.0003087323,0.0001450635,0.000202125,0.0006003177],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004827385,0.001300388,0.9885381,0.000009058391,0.0007501572,0.0003538575,0.0007319501,0.00001861801,0.000003632897,0.00002324011,0.00232572,0.00546249],"study_design_scores_gemma":[0.001311492,0.0004520829,0.973619,0.00003868177,0.001536736,0.00008373494,0.0220406,0.00003237157,5.609318e-7,0.0000543592,0.000765987,0.00006434594],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9871167,0.0002043904,0.0001518983,0.01185238,0.0001269103,0.0001493936,0.00002588208,0.000003939444,0.0003685216],"genre_scores_gemma":[0.9932057,0.0001577724,0.00008653044,0.006358953,0.0001409715,0.000008126895,0.000007790108,0.000005609224,0.00002858855],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02130865,"threshold_uncertainty_score":0.5721259,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03621040066184203,"score_gpt":0.3365283462396183,"score_spread":0.3003179455777762,"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."}}