{"id":"W4403841014","doi":"10.1192/bjo.2024.761","title":"Predictors of mental well-being among family caregivers of adults with intellectual and developmental disabilities during COVID-19","year":2024,"lang":"en","type":"article","venue":"BJPsych Open","topic":"Family and Disability Support Research","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Centre for Addiction and Mental Health","funders":"Canadian Institutes of Health Research; Centre for Addiction and Mental Health","keywords":"Mental health; Psychological resilience; Social support; Psychology; Family caregivers; Well-being; Multilevel model; Situational ethics; Scale (ratio); Clinical psychology; Medicine; Psychiatry; Gerontology; Social psychology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003752862,0.0001882747,0.0003026545,0.0001542021,0.0001203178,0.00006763014,0.0004237786,0.00009276155,0.002728486],"category_scores_gemma":[0.0002363158,0.000157026,0.00005743913,0.0003000668,0.001096911,0.0002767606,0.0003654365,0.0001816994,0.00004663787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000155812,"about_ca_system_score_gemma":0.0002594265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005559327,"about_ca_topic_score_gemma":0.0007713669,"domain_scores_codex":[0.9982936,0.0001286842,0.0003769579,0.0005457615,0.0003309821,0.000324018],"domain_scores_gemma":[0.9987156,0.0007130499,0.00004389449,0.0002678918,0.00003943707,0.0002201479],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.002289467,0.0001981466,0.7348368,0.0007326189,0.0003263414,0.0000220408,0.2509985,0.000002894769,0.0006242776,0.0005987211,0.008270998,0.001099167],"study_design_scores_gemma":[0.002312956,0.0006310458,0.2112978,0.0004478223,0.00003645298,0.00005151799,0.7799536,0.00002356467,0.001895221,0.0001205816,0.002933367,0.0002960908],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9310669,0.0002178984,0.00001698393,0.0001056781,0.0002587994,0.001257253,0.00007654039,0.0000405348,0.06695943],"genre_scores_gemma":[0.9976383,0.00002742895,0.0001268485,0.00003075289,0.00002487403,0.0001132576,0.00003886264,0.00002526542,0.001974409],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5289551,"threshold_uncertainty_score":0.9981831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02989650420138425,"score_gpt":0.3306714521471943,"score_spread":0.3007749479458101,"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."}}