{"id":"W2919677367","doi":"10.1111/hdi.12747","title":"Depressive symptoms, frailty, and mortality among dialysis patients","year":2019,"lang":"en","type":"article","venue":"Hemodialysis International","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Diabetes and Digestive and Kidney Diseases","keywords":"Medicine; Hazard ratio; Depression (economics); Odds ratio; Internal medicine; Confidence interval; Population; Dialysis; Cohort; Hemodialysis","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":[0.0007793457,0.0002297515,0.0003654512,0.000351668,0.0002480316,0.0004400365,0.0001974275,0.000276361,0.0008016722],"category_scores_gemma":[0.002173729,0.000140426,0.0003408107,0.0004803494,0.0001739829,0.0002369267,0.0003711832,0.0005354477,0.00008086154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002799485,"about_ca_system_score_gemma":0.0002386803,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00389771,"about_ca_topic_score_gemma":0.004116016,"domain_scores_codex":[0.9997767,0.00007521862,0.00002583594,0.00003437974,0.0000472873,0.00004054688],"domain_scores_gemma":[0.9990363,0.0001410522,0.0004919014,0.0000381571,0.00008523039,0.0002073518],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001051772,0.00002233739,0.9977158,0.00002141851,0.00009226077,0.00002722237,0.00002548015,0.0000391773,0.00006921204,0.000006819962,0.0001045031,0.001770545],"study_design_scores_gemma":[0.000007356892,0.00004157197,0.9996729,0.0000115528,0.00002144052,0.0000606818,0.00001671979,0.00008499336,0.00001268328,0.00002098441,0.00004786822,0.000001259161],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971278,0.002087674,0.00006412926,0.0001734726,0.000007741019,0.000006942228,0.0003165989,0.000003439954,0.0002122182],"genre_scores_gemma":[0.9991845,0.0004243329,0.00003876951,0.00004149753,0.00001329942,0.000004409495,0.0002436123,4.09061e-7,0.00004907828],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00389771,"threshold_uncertainty_score":0.007750034,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01100873045241605,"score_gpt":0.2668099638938435,"score_spread":0.2558012334414274,"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."}}