{"id":"W4406024246","doi":"10.1002/alz.089860","title":"Examining Depression in Older Surgical Patients: An Observational Cohort Study","year":2024,"lang":"en","type":"article","venue":"Alzheimer s & Dementia","topic":"Intensive Care Unit Cognitive Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Sinai Hospital; Toronto General Hospital; Toronto Western Hospital; University of Toronto; University Health Network","funders":"","keywords":"Geriatric Depression Scale; Depression (economics); Medicine; Telephone interview; Cognition; Montreal Cognitive Assessment; Physical therapy; Population; Cohort; Dementia; Cohort study; Psychiatry; Cognitive impairment; Internal medicine; Disease; Depressive symptoms","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001748968,0.000277468,0.0005898097,0.000615103,0.0007888027,0.0006707899,0.0004875684,0.00058773,0.001042469],"category_scores_gemma":[0.002709072,0.0005066692,0.000808938,0.001381261,0.0002937817,0.000622885,0.0007239011,0.001060407,0.000309659],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005142098,"about_ca_system_score_gemma":0.0007259291,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01065238,"about_ca_topic_score_gemma":0.01771838,"domain_scores_codex":[0.9989306,0.0003328073,0.0001679931,0.0002273166,0.0001955846,0.0001457046],"domain_scores_gemma":[0.9982589,0.0002273967,0.0007086229,0.0002381393,0.0002203355,0.0003465743],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001254843,0.00009922722,0.9987587,0.00001543186,0.00009735607,0.0000465278,0.0001320611,0.00001243456,0.00008398679,0.00000815178,0.0001122545,0.0005084052],"study_design_scores_gemma":[0.00002677978,0.0002571505,0.998884,0.00001684951,0.00005636115,0.0001386858,0.0003560508,0.00008903722,0.00001535412,0.00001339835,0.0001416822,0.00000464089],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989763,0.0001498676,0.00009488743,0.00003734945,0.000006314837,0.0000410891,0.0005523148,0.000001229637,0.0001405968],"genre_scores_gemma":[0.9984837,0.0002346404,0.0001848375,0.00008236126,0.00001156038,0.00007832457,0.0008087493,0.000001442771,0.0001145431],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01065238,"threshold_uncertainty_score":0.02118075,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06536266931987302,"score_gpt":0.3322487539621081,"score_spread":0.2668860846422351,"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."}}