{"id":"W4390082040","doi":"10.1093/geroni/igad104.1626","title":"THE IMPACT OF COVID-19 ON RESIDENTS AND FAMILY/FRIEND CAREGIVERS IN ASSISTED LIVING HOMES","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":"","funders":"","keywords":"Loneliness; Pandemic; Staffing; Preparedness; Medicine; Family member; Population; Family caregivers; Family medicine; Health care; Coronavirus disease 2019 (COVID-19); Gerontology; Nursing; Psychiatry; Environmental health; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002275284,0.0002295743,0.0002932462,0.0005559638,0.003646344,0.001861791,0.00095896,0.0003960763,0.002859282],"category_scores_gemma":[0.008428744,0.0001938145,0.0004877913,0.0007365373,0.001180907,0.0008410669,0.00416791,0.001245644,0.0002179277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007516036,"about_ca_system_score_gemma":0.008194088,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.438239,"about_ca_topic_score_gemma":0.6632841,"domain_scores_codex":[0.9975433,0.0008164017,0.0001166916,0.0001677246,0.0005199463,0.0008359706],"domain_scores_gemma":[0.9944171,0.0005336392,0.001319033,0.000161963,0.001651804,0.001916532],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001369858,0.0001827281,0.9637933,0.00008596582,0.00006934405,0.0003172736,0.01057245,0.0001074639,0.00009171292,0.0002266268,0.0056482,0.01876799],"study_design_scores_gemma":[0.000007965313,0.000125383,0.9387389,0.0002132137,0.00002652566,0.0002094802,0.05692514,0.0001706411,0.000109809,0.0001441769,0.003308049,0.00002072699],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930662,0.0005981671,0.00006912918,0.001848354,0.00006288008,0.00004095065,0.0005038273,0.000005547541,0.003804886],"genre_scores_gemma":[0.998466,0.0003146798,0.00008685376,0.0002981369,0.00002406612,0.00002390543,0.000170516,0.000002188452,0.0006137145],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.438239,"threshold_uncertainty_score":0.8713764,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0746799501862601,"score_gpt":0.441646147873345,"score_spread":0.3669661976870849,"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."}}