{"id":"W2012359482","doi":"10.4021/jocmr552w","title":"Quality of Life in Patients Undergoing Hemodialysis or Peritoneal Dialysis Treatment","year":2011,"lang":"en","type":"article","venue":"Journal of Clinical Medicine Research","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":163,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Hemodialysis; Continuous ambulatory peritoneal dialysis; Peritoneal dialysis; Quality of life (healthcare); Anxiety; Depression (economics); Dialysis; Beck Hopelessness Scale; Sleep quality; Insomnia; Mental health; Psychiatry; Internal medicine; Beck Depression Inventory; Nursing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000560178,0.0001566216,0.0003817109,0.0004905115,0.0004128164,0.0006133038,0.0002307482,0.0003568082,0.00146056],"category_scores_gemma":[0.002704728,0.0001062854,0.0004230457,0.0006586535,0.0002355563,0.0003956168,0.0004793027,0.0005242467,0.0001159555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003818039,"about_ca_system_score_gemma":0.0002247243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001937381,"about_ca_topic_score_gemma":0.002670725,"domain_scores_codex":[0.9995658,0.0001261975,0.00006686682,0.00005204182,0.000100011,0.00008911219],"domain_scores_gemma":[0.9989354,0.0001709739,0.000504354,0.00003015201,0.00009867193,0.0002604302],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001570185,0.0001363577,0.9956084,0.00003464899,0.0001357522,0.00007477084,0.0002496369,0.00005451899,0.0001176792,0.00002313387,0.0001658797,0.003242242],"study_design_scores_gemma":[0.00001551566,0.0002090473,0.9989327,0.00001173591,0.00002778783,0.0001762203,0.0002782131,0.0001022947,0.00002551787,0.0000289819,0.0001879331,0.000004096716],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988821,0.000398831,0.00001747788,0.00009818925,0.000007436774,0.000008044522,0.0001426447,0.000001001666,0.0004442937],"genre_scores_gemma":[0.9996442,0.00009296014,0.00002928635,0.00005583455,0.000005563344,0.000005715935,0.0001155916,3.165507e-7,0.00005050387],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001937381,"threshold_uncertainty_score":0.004886031,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4315630239253532,"score_gpt":0.5413496343885572,"score_spread":0.109786610463204,"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."}}