{"id":"W4225286317","doi":"10.1002/gps.5734","title":"Care burden, loneliness, and social isolation in caregivers of people with physical and brain health conditions in English‐speaking regions: Before and during the COVID‐19 pandemic","year":2022,"lang":"en","type":"article","venue":"International Journal of Geriatric Psychiatry","topic":"Family and Disability Support Research","field":"Psychology","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Health Promotion Agency; Irish Research Council; Alzheimer Society; Irish Research eLibrary","keywords":"Loneliness; Social isolation; Pandemic; Coronavirus disease 2019 (COVID-19); Isolation (microbiology); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Psychology; Social distance; Gerontology; Social care; Psychiatry; Medicine; Virology; Nursing; Disease","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.001055538,0.0002403973,0.0003982395,0.0005537144,0.0007811885,0.0007933064,0.0002744026,0.0003049707,0.001065466],"category_scores_gemma":[0.004410628,0.0002121429,0.0004646489,0.000651723,0.0004665862,0.0009008908,0.001314228,0.0005466583,0.0001241034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006782315,"about_ca_system_score_gemma":0.0006934524,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02963629,"about_ca_topic_score_gemma":0.05257619,"domain_scores_codex":[0.9993869,0.0002096864,0.00009367495,0.00007402931,0.00008333403,0.0001524996],"domain_scores_gemma":[0.9977258,0.0003072127,0.001127833,0.00008300832,0.0003010231,0.0004550492],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007450417,0.00004044495,0.9911601,0.00005203288,0.00004493183,0.000128933,0.006116203,0.00003485548,0.00009396436,0.00001724593,0.0002952503,0.001941607],"study_design_scores_gemma":[0.000002728113,0.00004770806,0.9908664,0.0000325337,0.000009199648,0.00007175193,0.008721603,0.00004453564,0.0000176149,0.00001050831,0.000170613,0.00000492125],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993468,0.0001388931,0.00001542438,0.00008685446,0.000004470282,0.000007983605,0.000187907,4.636702e-7,0.0002110957],"genre_scores_gemma":[0.9995053,0.0001598963,0.0000307747,0.00003466936,0.000006070181,0.00001983878,0.0001717454,4.828605e-7,0.00007126702],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02963629,"threshold_uncertainty_score":0.0589276,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0172891485157243,"score_gpt":0.3441145419860718,"score_spread":0.3268253934703474,"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."}}