{"id":"W4410217046","doi":"10.1002/gps.70093","title":"Facility‐Level Variation of Resident Loneliness in Assisted Living and Associated Organizational Context Factors: A Repeated Cross‐Sectional Study","year":2025,"lang":"en","type":"article","venue":"International Journal of Geriatric Psychiatry","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University; University of British Columbia; University of Waterloo; Institute for Clinical Evaluative Sciences; University of Calgary; University of Alberta","funders":"Faculty of Nursing, University of Alberta; Canadian Institutes of Health Research; Alberta Innovates; University of Alberta","keywords":"Loneliness; Gee; Cross-sectional study; Medicine; Gerontology; Context (archaeology); Demography; Population; Generalized estimating equation; Pandemic; Psychology; Environmental health; Coronavirus disease 2019 (COVID-19); Psychiatry; Geography; Disease","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001994141,0.0003725423,0.0004219074,0.0006415069,0.000944126,0.0008385418,0.001194748,0.0005946616,0.001091586],"category_scores_gemma":[0.00474608,0.0004713884,0.000778481,0.001218991,0.0005701195,0.0005389405,0.0008821464,0.0008434216,0.0002788486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001591356,"about_ca_system_score_gemma":0.001345942,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1586613,"about_ca_topic_score_gemma":0.2181496,"domain_scores_codex":[0.9983637,0.0006037249,0.0001216093,0.0003484083,0.0002926986,0.000269934],"domain_scores_gemma":[0.9964175,0.0005471021,0.001221516,0.0005646809,0.0007908057,0.0004582427],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004505562,0.00007311108,0.9982435,0.0000118403,0.0001081947,0.00002576512,0.0003224124,0.00004089806,0.00007329931,0.00001852916,0.0002282802,0.0008092799],"study_design_scores_gemma":[0.000004359243,0.0000815032,0.9990641,0.000008810509,0.00002425529,0.00004776954,0.0004163189,0.0001649822,0.00002253693,0.00001155462,0.0001475458,0.000006269927],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981527,0.000117679,0.0003106922,0.00004361341,0.00000859443,0.00004269613,0.001012086,0.000007657287,0.0003042427],"genre_scores_gemma":[0.9985903,0.00004428812,0.0003026821,0.00004654436,0.00001010932,0.00005737599,0.000800007,0.000003713253,0.000145021],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1586613,"threshold_uncertainty_score":0.3154755,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03916072289662569,"score_gpt":0.3901223022638171,"score_spread":0.3509615793671914,"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."}}