{"id":"W4390201626","doi":"10.1002/alz.075125","title":"The prevalence and experience of loneliness in persons with cognitive impairment on an Inpatient Geriatric Unit","year":2023,"lang":"en","type":"article","venue":"Alzheimer s & Dementia","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Shores Centre for Mental Health Sciences","funders":"","keywords":"Loneliness; Social isolation; Psychology; Montreal Cognitive Assessment; Cognition; Dementia; Clinical psychology; UCLA Loneliness Scale; Mental health; Cognitive impairment; Gerontology; Psychiatry; Medicine; Disease","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":[0.0008376493,0.0001768581,0.0002613283,0.0008294371,0.0007207055,0.0006601913,0.0002744034,0.0003392022,0.00121192],"category_scores_gemma":[0.00331097,0.0001038516,0.0002395628,0.000482911,0.0004909199,0.0005471092,0.001058402,0.000350973,0.00008121609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004034413,"about_ca_system_score_gemma":0.0004008724,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005484063,"about_ca_topic_score_gemma":0.007201717,"domain_scores_codex":[0.9992515,0.0003273805,0.00008343693,0.00005130291,0.0001309931,0.0001553873],"domain_scores_gemma":[0.9983876,0.0003415085,0.0006334669,0.00003571077,0.000218451,0.0003834469],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008602251,0.00005978397,0.984479,0.00006956284,0.00004095254,0.0002266037,0.009118088,0.00002580242,0.0002749391,0.00002356453,0.0002081919,0.00538743],"study_design_scores_gemma":[0.000002686727,0.000146091,0.9861653,0.00003714984,0.00001046041,0.000268864,0.0130432,0.00005604485,0.00004068032,0.00001671778,0.0002068969,0.000005938307],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996082,0.00009894576,0.0000148549,0.0000302048,0.000002454713,0.000004258404,0.00003501516,6.748248e-7,0.0002053033],"genre_scores_gemma":[0.9998542,0.0000541402,0.00001946486,0.00001157265,0.000003089286,0.000004957267,0.00002234438,1.648632e-7,0.00003003263],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005484063,"threshold_uncertainty_score":0.01090431,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03281040001030248,"score_gpt":0.3319722472026541,"score_spread":0.2991618471923516,"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."}}