{"id":"W3165248252","doi":"10.1016/j.jadohealth.2021.04.017","title":"Adolescent Mental Health Problems and Adult Human Capital: Findings From the South African Birth to Twenty Plus Cohort at 28 Years of Age","year":2021,"lang":"en","type":"article","venue":"Journal of Adolescent Health","topic":"Child and Adolescent Psychosocial and Emotional Development","field":"Psychology","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Douglas Mental Health University Institute; Université de Montréal","funders":"Bill and Melinda Gates Foundation","keywords":"Mental health; Psychosocial; Psychology; Receipt; Social isolation; Socioeconomic status; Psychological intervention; Psychiatry; Domestic violence; Poison control; Medicine; Population; Clinical psychology; Suicide prevention; Environmental health","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008003602,0.0002686258,0.0007402501,0.0001295972,0.000392806,0.00005047849,0.0002997776,0.00008602257,0.0001725797],"category_scores_gemma":[0.00002802296,0.0002151202,0.0002323709,0.0002995619,0.00011704,0.00006066768,0.0001701744,0.0005681259,0.00002562911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000728614,"about_ca_system_score_gemma":0.0004970729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004945978,"about_ca_topic_score_gemma":0.0006282846,"domain_scores_codex":[0.9965897,0.0003356761,0.001274025,0.0004357807,0.0007701088,0.0005947157],"domain_scores_gemma":[0.997963,0.00003553516,0.0008721454,0.0002833323,0.0001926159,0.0006534113],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008326544,0.002465024,0.6792355,0.0008350936,0.0005023326,0.00008461822,0.1159051,0.00002536544,0.0006220285,0.0017437,0.1861294,0.01161914],"study_design_scores_gemma":[0.00215014,0.0003526772,0.9597473,0.002261952,0.00001931815,0.00006343721,0.005386727,8.504048e-7,0.00002431892,0.0001457853,0.0296484,0.0001991052],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9654293,0.003393709,0.00006151992,0.02837287,0.001671067,0.0006993856,0.0002473068,0.00001703267,0.0001078059],"genre_scores_gemma":[0.9849105,0.001686472,0.0002028267,0.01190809,0.0006496678,0.000003318273,0.00007810297,0.00003538101,0.0005255964],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2805117,"threshold_uncertainty_score":0.8772348,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02655856934293064,"score_gpt":0.2931034114617429,"score_spread":0.2665448421188122,"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."}}