{"id":"W1770502569","doi":"10.1111/hdi.12317","title":"Depressive symptom severity, contributing factors, and self‐management among chronic dialysis patients","year":2015,"lang":"en","type":"article","venue":"Hemodialysis International","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Nursing Research; National Institutes of Health","keywords":"Medicine; Suicidal ideation; Dialysis; Depression (economics); Quality of life (healthcare); Hemodialysis; Observational study; Depressive symptoms; Center for Epidemiologic Studies Depression Scale; Psychiatry; Internal medicine; Emergency medicine; Injury prevention; Poison control; Anxiety","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003051824,0.0002572567,0.0004441901,0.0003564581,0.0001109796,0.0001400104,0.0001967242,0.00007778424,0.0001413135],"category_scores_gemma":[0.0001617942,0.0002060652,0.0002758956,0.0002611753,0.0000743937,0.0002058146,0.0004401484,0.0001145769,0.00003737198],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005195832,"about_ca_system_score_gemma":0.00005042868,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008958086,"about_ca_topic_score_gemma":0.00002781805,"domain_scores_codex":[0.9977276,0.0000729544,0.0004231937,0.0004939879,0.0009543812,0.0003278565],"domain_scores_gemma":[0.9987382,0.00005790262,0.0002167487,0.0002986514,0.0003148214,0.0003736278],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006819222,0.000661163,0.9863373,0.00004166992,0.003367203,0.00003877781,0.0003984128,0.00008868468,0.000008522408,0.0004086466,0.002403679,0.006177746],"study_design_scores_gemma":[0.005022933,0.00008052638,0.9729832,0.00009043393,0.002297449,0.000001617373,0.0001720778,0.007293646,0.0002517421,0.0001910128,0.01132094,0.0002943566],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9800497,0.0001722188,0.000986783,0.0002659178,0.0004134012,0.0004217642,0.00004344721,0.0001017376,0.01754506],"genre_scores_gemma":[0.9974378,0.000136434,0.0003458037,0.0001934553,0.000321514,0.00005192999,0.0007516425,0.00002263969,0.0007388309],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01738808,"threshold_uncertainty_score":0.8403095,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009668938424893365,"score_gpt":0.2480479390513296,"score_spread":0.2383790006264363,"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."}}