{"id":"W4411968478","doi":"10.1017/neu.2025.10026","title":"Risk and protective factors associated with change in well-being and mental health during the COVID-19 pandemic in South Africa","year":2025,"lang":"en","type":"article","venue":"Acta Neuropsychiatrica","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"Universiteit Stellenbosch; South African Medical Research Council","keywords":"Mental health; Socioeconomic status; Pandemic; Coping (psychology); Medicine; Coronavirus disease 2019 (COVID-19); Psychopathology; Cross-sectional study; Well-being; Demography; Psychology; Psychiatry; Environmental health; Internal medicine; Disease; Population","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0004777258,0.0002601351,0.0001866504,0.0005211202,0.0006041955,0.0006226262,0.0002577534,0.0004037701,0.002302668],"category_scores_gemma":[0.002887675,0.0001920604,0.0003508016,0.0006425131,0.000351216,0.0004337979,0.0007702165,0.0007023022,0.0001219534],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005912793,"about_ca_system_score_gemma":0.0007995927,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02169403,"about_ca_topic_score_gemma":0.02748149,"domain_scores_codex":[0.9995938,0.0001063321,0.00003049495,0.00005414572,0.00004784708,0.0001673829],"domain_scores_gemma":[0.9988548,0.0001430719,0.0005973408,0.00003454623,0.00008738766,0.0002827917],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004078206,0.00003553538,0.9971185,0.00002025734,0.00002725052,0.0001139914,0.0004379357,0.00003350462,0.0001333946,0.00003001227,0.0001129866,0.001895807],"study_design_scores_gemma":[0.000001527187,0.00002334372,0.9989072,0.00002333441,0.000007285811,0.00005640451,0.0007709594,0.00005248141,0.00001811797,0.00001871796,0.000118421,0.000002264354],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984364,0.0004278709,0.00003605339,0.0003323595,0.00001103931,0.00001539104,0.0002064677,0.000001543878,0.0005328051],"genre_scores_gemma":[0.9996597,0.0001323298,0.00002839289,0.00001945819,0.000005807578,0.000006273653,0.00006856283,5.495717e-7,0.00007893671],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02169403,"threshold_uncertainty_score":0.04313552,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04087667920606425,"score_gpt":0.3433622935258007,"score_spread":0.3024856143197365,"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."}}