{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004981898,0.00008465201,0.0002006244,0.0003315548,0.0001747892,0.00002299432,0.0001595167,0.00003643217,0.00003982472],"category_scores_gemma":[0.00006755941,0.00006952105,0.00004123568,0.0002525786,0.0001338568,0.0001323515,0.00008572025,0.0004090127,9.306957e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002187381,"about_ca_system_score_gemma":0.0003456126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001851345,"about_ca_topic_score_gemma":0.004616408,"domain_scores_codex":[0.9987333,0.0002595181,0.0003594265,0.0001666835,0.0003396811,0.0001413736],"domain_scores_gemma":[0.9992121,0.0002089353,0.0003144724,0.00006905309,0.0001350498,0.00006040337],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005762018,0.0001036136,0.8730924,0.0000685175,0.0000476069,0.00001282347,0.1236204,0.000192829,0.00001471724,0.001420828,0.0003239162,0.0005261631],"study_design_scores_gemma":[0.002834695,0.0002423113,0.7828027,0.00002423459,0.00001063778,0.0003678059,0.2118226,0.00004988701,1.261409e-7,0.001506311,0.0002727649,0.00006590645],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9877104,0.001129834,0.00003607638,0.01037893,0.0004287366,0.0001739173,0.00007414862,0.00000512881,0.00006279555],"genre_scores_gemma":[0.9992644,0.00005016548,0.00003926401,0.0002073096,0.0003859581,0.00001388021,0.00001972509,0.000007655251,0.00001165453],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09028967,"threshold_uncertainty_score":0.2834986,"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."}}