{"id":"W2546472162","doi":"10.1111/hdi.12505","title":"Quality of life development during initial hemodialysis therapy and association with loss of residual renal function","year":2016,"lang":"en","type":"article","venue":"Hemodialysis International","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Hemodialysis; Renal function; Intensive care medicine; Residual; Quality of life (healthcare); Renal replacement therapy; Internal medicine; 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":[0.001576398,0.0002766858,0.0005495198,0.0005243297,0.0003154532,0.0006946947,0.0003313456,0.0004632706,0.001732618],"category_scores_gemma":[0.004623543,0.0001233589,0.0007298806,0.0005910802,0.000330013,0.0003531861,0.0004767089,0.0009033866,0.0001499848],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004108351,"about_ca_system_score_gemma":0.0002725545,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001155783,"about_ca_topic_score_gemma":0.00100667,"domain_scores_codex":[0.9991737,0.0002581028,0.0001069757,0.0001342407,0.0001794988,0.0001475005],"domain_scores_gemma":[0.9939305,0.0009859885,0.003634238,0.0001608159,0.0003860951,0.0009023747],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007695727,0.0001221713,0.9957892,0.00004501138,0.0001822121,0.00005250758,0.00005084605,0.00008767239,0.0002182412,0.000007738423,0.00005902184,0.002615875],"study_design_scores_gemma":[0.000007846785,0.0002260083,0.9994439,0.000005019308,0.000029862,0.0001157093,0.00001650214,0.0000689222,0.00003527406,0.000006714348,0.00004152624,0.00000250056],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979318,0.001195454,0.00008489901,0.00005991311,0.000007585925,0.00001313398,0.0003010718,0.000005206858,0.000400855],"genre_scores_gemma":[0.9994979,0.0001169535,0.00005306035,0.00001642215,0.0000102547,0.000007688035,0.0002268214,7.538721e-7,0.00007013096],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001732618,"threshold_uncertainty_score":0.008336842,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02638277397890943,"score_gpt":0.2799944748839828,"score_spread":0.2536117009050733,"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."}}