{"id":"W3171269635","doi":"10.1016/j.ypmed.2021.106691","title":"Trends in young adults' mental distress and its association with employment: Evidence from the Behavioral Risk Factor Surveillance System, 1993–2019","year":2021,"lang":"en","type":"article","venue":"Preventive Medicine","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Economic and Social Research Council; Fonds de Recherche du Québec - Santé; Canadian Institutes of Health Research","keywords":"Medicine; Behavioral Risk Factor Surveillance System; Association (psychology); Mental distress; Risk factor; Distress; Mental health; Psychiatry; Behavioral risk; Young adult; Environmental health; Gerontology; Clinical psychology; Population; Internal medicine","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":[0.001692349,0.0002048473,0.0002719751,0.002217503,0.0004865658,0.0007107909,0.0005700766,0.0006133722,0.001052798],"category_scores_gemma":[0.005544491,0.000307854,0.0008081502,0.003736858,0.000331953,0.0008603001,0.0008191071,0.0007104276,0.0002476549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007668118,"about_ca_system_score_gemma":0.001020914,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1633416,"about_ca_topic_score_gemma":0.2148854,"domain_scores_codex":[0.9991394,0.0002115882,0.0001769776,0.0001122754,0.0001631883,0.0001965135],"domain_scores_gemma":[0.9954627,0.0007425508,0.002272663,0.0001705686,0.0008643711,0.0004871644],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004448344,0.0000214568,0.998557,0.00001769493,0.00004896689,0.00001159393,0.00008230896,0.0000166026,0.00002550187,0.000007295032,0.0001537768,0.001013395],"study_design_scores_gemma":[9.96278e-7,0.00001254597,0.9997589,0.000005990245,0.00001071243,0.000009388438,0.00009972932,0.00002366424,0.000008073543,0.000001706015,0.00006761035,6.909069e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909959,0.001402081,0.00008481562,0.0002610786,0.00002097925,0.0000164078,0.006261888,0.000006295498,0.0009503729],"genre_scores_gemma":[0.9945909,0.001043279,0.00007331665,0.00007832045,0.00002283162,0.00001941416,0.003830759,0.000002316017,0.0003388353],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1633416,"threshold_uncertainty_score":0.3247818,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04244542443021657,"score_gpt":0.382537058535572,"score_spread":0.3400916341053554,"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."}}