{"id":"W4291018707","doi":"10.1080/13548506.2022.2108087","title":"Predictors of COVID-related changes in mental health in a South African sample of adolescents and young adults","year":2022,"lang":"en","type":"article","venue":"Psychology Health & Medicine","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Economic and Social Research Council; Grand Challenges Canada; UK Research and Innovation","keywords":"Mental health; Anxiety; Depression (economics); Longitudinal study; Pandemic; Worry; Young adult; Medicine; Demography; Psychiatry; Psychology; Public health; Gerontology; Coronavirus disease 2019 (COVID-19); 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":[0.0005565003,0.0002275366,0.0002563845,0.0004265534,0.0007758921,0.0006078079,0.0003111134,0.0003917872,0.001641635],"category_scores_gemma":[0.001640305,0.0003693665,0.0003593712,0.0007520499,0.0002516919,0.0004151384,0.0007897915,0.0008297963,0.0002300989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000592878,"about_ca_system_score_gemma":0.0006158412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04007405,"about_ca_topic_score_gemma":0.06136161,"domain_scores_codex":[0.999754,0.00004747324,0.00003250276,0.00004098238,0.00004189943,0.00008299355],"domain_scores_gemma":[0.9995492,0.00005500548,0.0001951196,0.00001946779,0.00005555995,0.000125606],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002697872,0.00003810274,0.9978928,0.00001723697,0.00001215949,0.00006832843,0.0008720458,0.000008388313,0.0001242227,0.00001039188,0.0001168673,0.0008125977],"study_design_scores_gemma":[0.000002012423,0.00003545637,0.9982165,0.00001266707,0.000004593709,0.00005303317,0.001516878,0.00002845396,0.00001532577,0.000005475434,0.000108424,0.00000125046],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993722,0.00007228613,0.00001380052,0.00005169847,0.000002485503,0.00002205376,0.0003379502,6.424988e-7,0.0001268476],"genre_scores_gemma":[0.9992384,0.0001106856,0.000046922,0.00004040407,0.000002657557,0.00003923625,0.0003623259,8.257134e-7,0.0001584941],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04007405,"threshold_uncertainty_score":0.07968158,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04619587076683886,"score_gpt":0.4175646143731426,"score_spread":0.3713687436063037,"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."}}