{"id":"W1525049594","doi":"10.1111/j.1525-139x.2005.18216.x","title":"PSYCHOSOCIAL FACTORS IN PATIENTS WITH CHRONIC KIDNEY DISEASE: Frequent Hemodialysis and Psychosocial Function","year":2005,"lang":"en","type":"review","venue":"Seminars in Dialysis","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Western University","funders":"National Institute of Diabetes and Digestive and Kidney Diseases; American Kidney Fund","keywords":"Medicine; Psychosocial; Hemodialysis; Quality of life (healthcare); Intensive care medicine; Dialysis; Kidney disease; Internal medicine; Psychiatry; Nursing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005850429,0.0006325216,0.001629288,0.001453902,0.0002743215,0.0006585004,0.0004517465,0.0006189083,0.00238696],"category_scores_gemma":[0.001128504,0.0001226932,0.0004802436,0.002446131,0.0002548081,0.0005642478,0.0004592126,0.0005748001,0.0006078548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003696391,"about_ca_system_score_gemma":0.0007976271,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001441669,"about_ca_topic_score_gemma":0.00327181,"domain_scores_codex":[0.9997585,0.00008704709,0.00003737264,0.00002808017,0.00007369408,0.00001522519],"domain_scores_gemma":[0.999604,0.0002006581,0.00009334266,0.000006842625,0.00006562204,0.00002949623],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00008551091,0.00008280796,0.003472043,0.02118677,0.0003173918,0.0002348365,0.0001724524,0.00012239,0.000256172,0.000406564,0.008023773,0.9656393],"study_design_scores_gemma":[0.0001528005,0.0008807362,0.1348634,0.06372108,0.00212201,0.01229495,0.001958261,0.0003059477,0.0005521923,0.00376684,0.7792736,0.0001081554],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004610601,0.9988405,0.00003166285,0.0001712305,0.00006449213,0.000004377521,0.000009289031,0.000001736412,0.0004156359],"genre_scores_gemma":[0.004093128,0.9953595,0.0001160902,0.0001221339,0.00009342504,0.000009883449,0.0000178274,3.791832e-7,0.0001876196],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00238696,"threshold_uncertainty_score":0.007985175,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01283639319227237,"score_gpt":0.286090482223569,"score_spread":0.2732540890312966,"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."}}