{"id":"W4390081843","doi":"10.1093/geroni/igad104.1628","title":"CAREGIVER INVOLVEMENT AND CONCERNS WITH RESIDENT CARE IN ASSISTED LIVING BEFORE AND DURING COVID-19","year":2023,"lang":"en","type":"article","venue":"Innovation in Aging","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; York University; University of British Columbia; University of Calgary; University of Alberta; McMaster University","funders":"","keywords":"Pandemic; Mood; Medicine; Staffing; Toileting; Anxiety; Respite care; Demographics; Caregiver burden; Recreation; Long-term care; Dementia; Family medicine; Coronavirus disease 2019 (COVID-19); Gerontology; Nursing; Activities of daily living; Psychiatry; Demography; 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":[0.001706499,0.0002153443,0.0002597247,0.0004000575,0.001719105,0.0010795,0.0005336092,0.0003771671,0.002004131],"category_scores_gemma":[0.005462411,0.0002371518,0.0005194776,0.0005576331,0.0004433907,0.0006039885,0.001573736,0.00112907,0.000190833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003132938,"about_ca_system_score_gemma":0.003234473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3002807,"about_ca_topic_score_gemma":0.4565702,"domain_scores_codex":[0.9990352,0.0002129263,0.0001051252,0.00008864704,0.0002157428,0.0003423077],"domain_scores_gemma":[0.9963496,0.0002862665,0.001368055,0.00009678025,0.000860095,0.00103929],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009560723,0.00008407974,0.9845268,0.00006075896,0.00003719576,0.0001585,0.008038852,0.00003149822,0.0000958816,0.00003889737,0.001471151,0.005360794],"study_design_scores_gemma":[0.000004222113,0.00005970957,0.9857618,0.00008836663,0.00001112396,0.00009798642,0.0130279,0.00006718567,0.00004814542,0.00001858795,0.0008040968,0.00001094575],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980099,0.0002260321,0.00003461098,0.0003281849,0.00002152316,0.00002844761,0.0005305283,0.000002080358,0.0008187195],"genre_scores_gemma":[0.9987937,0.0002028442,0.00006018365,0.0001419442,0.000008720639,0.00003552824,0.0003619409,0.000001323342,0.0003938843],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3002807,"threshold_uncertainty_score":0.5970657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05607348566103986,"score_gpt":0.3937118122592254,"score_spread":0.3376383265981855,"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."}}