{"id":"W2410067753","doi":"10.1093/ndt/gfw233","title":"Association between changes in quality of life and mortality in hemodialysis patients: results from the DOPPS","year":2016,"lang":"en","type":"article","venue":"Nephrology Dialysis Transplantation","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":74,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"National Institute of Diabetes and Digestive and Kidney Diseases; National Institutes of Health","keywords":"Medicine; Hemodialysis; Association (psychology); Internal medicine; Quality of life (healthcare); 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":[0.001349428,0.0001247437,0.0005600339,0.0002063976,0.00002773415,0.000007948377,0.00007361545,0.0001480623,0.00003170885],"category_scores_gemma":[0.0004686247,0.00007451908,0.0001070103,0.0003634261,0.00006980793,0.00008042739,0.00001472265,0.00008235312,0.000003867164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008604723,"about_ca_system_score_gemma":0.00002761747,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002798259,"about_ca_topic_score_gemma":0.01876465,"domain_scores_codex":[0.9977949,0.0006309173,0.0007201667,0.0003266474,0.0003499428,0.0001773879],"domain_scores_gemma":[0.9979638,0.001294192,0.0003643771,0.0002331877,0.00008161568,0.00006278385],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009343659,0.0001738818,0.9887949,0.00003940024,0.00060275,0.000001954185,0.001058091,0.00001312403,0.001443697,0.00002467815,0.00004596998,0.006867185],"study_design_scores_gemma":[0.006696049,0.00005431386,0.9911649,0.0000483743,0.001267609,1.97916e-8,0.0000540356,0.00001999996,0.0003226728,0.0002247467,0.00006651058,0.00008083323],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932921,0.00005165868,0.000144687,0.005434863,0.00003414382,0.000313269,0.0005594969,0.00001192356,0.0001578487],"genre_scores_gemma":[0.9972237,0.001132014,0.00003485265,0.0006390467,0.00009207056,0.000032476,0.0008218443,0.000006570207,0.00001738029],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01596639,"threshold_uncertainty_score":0.9991403,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02392396074956501,"score_gpt":0.2773426364531574,"score_spread":0.2534186757035924,"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."}}