{"id":"W4296400867","doi":"10.1177/10748407221124159","title":"Caregivers’ Concerns About Assisted Living Residents’ Mental Health During the COVID-19 Pandemic: A Cross-Sectional Survey Study","year":2022,"lang":"en","type":"article","venue":"Journal of Family Nursing","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; University of Ottawa; McMaster University; University of Calgary; Institute for Clinical Evaluative Sciences; University of British Columbia; York University; University of Alberta","funders":"Faculty of Nursing, University of Alberta; Alberta Innovates; University of Alberta; Alberta Health Services","keywords":"Loneliness; Mental health; Anxiety; Pandemic; Mood; Feeling; Medicine; Depression (economics); Coronavirus disease 2019 (COVID-19); Cross-sectional study; Caregiver burden; Family caregivers; Psychology; Psychiatry; Clinical psychology; Gerontology; Dementia; 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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.007318313,0.0002079293,0.0005099737,0.0003323954,0.007256419,0.00008847323,0.0005185797,0.00008620328,0.0003254027],"category_scores_gemma":[0.0006634826,0.0001734429,0.000221438,0.0005807947,0.0001421197,0.0002165444,0.0001795612,0.001753768,0.000005183651],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006501974,"about_ca_system_score_gemma":0.002542418,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006075982,"about_ca_topic_score_gemma":0.0008091959,"domain_scores_codex":[0.9918291,0.004619096,0.001326279,0.0003052406,0.001277086,0.0006432137],"domain_scores_gemma":[0.9956461,0.001692915,0.001660913,0.0002861963,0.0003458883,0.0003680373],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007115437,0.0002937111,0.8959516,0.00004386311,0.00009687197,0.00002833317,0.08047713,0.0002213108,0.0001546044,0.000002649256,0.02155124,0.000467132],"study_design_scores_gemma":[0.002184126,0.000470067,0.8392203,0.0001589059,0.00002415874,0.0002797276,0.1554388,0.000007965719,2.124653e-7,0.00001667118,0.00206729,0.0001317206],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9865613,0.002762491,0.00007572053,0.001048629,0.008390239,0.0007304138,0.0001377099,0.00005202882,0.0002414588],"genre_scores_gemma":[0.9972399,0.0001334054,0.00002948262,0.000729229,0.0007977372,0.00001787091,0.00001306196,0.0000368162,0.001002471],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07496171,"threshold_uncertainty_score":0.9973119,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2076303108609376,"score_gpt":0.488996980001981,"score_spread":0.2813666691410434,"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."}}