{"id":"W3152952162","doi":"10.3390/ijerph18084279","title":"Depressive Symptom Trajectories and Early Adult Education and Employment: Comparing Longitudinal Cohorts in Canada and the United States","year":2021,"lang":"en","type":"article","venue":"International Journal of Environmental Research and Public Health","topic":"Youth Education and Societal Dynamics","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Work & Health; University of British Columbia","funders":"Canadian Institutes of Health Research","keywords":"Longitudinal study; Unemployment; Odds; National Longitudinal Surveys; Demography; Depressive symptoms; Psychology; Longitudinal data; Young adult; Educational attainment; Degree (music); Medicine; Developmental psychology; Logistic regression; Demographic economics; Political science; Psychiatry; Sociology; Cognition; Economic growth; Economics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.001051764,0.0003539964,0.0005317605,0.001795069,0.00261191,0.001798486,0.001091539,0.0005102737,0.001041414],"category_scores_gemma":[0.002576609,0.0004187226,0.0008145762,0.004794878,0.0006078268,0.000509389,0.001499606,0.0009989071,0.0001808261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01066529,"about_ca_system_score_gemma":0.01645355,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9876792,"about_ca_topic_score_gemma":0.9907528,"domain_scores_codex":[0.9991574,0.0000801233,0.00005583142,0.000149973,0.0002165379,0.0003401274],"domain_scores_gemma":[0.9979094,0.0001015281,0.0004139075,0.00009756724,0.0008545608,0.0006230055],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003700964,0.00001583711,0.9977579,0.000007103729,0.00005412039,0.00002412212,0.00036532,0.00005399269,0.00003233961,0.00004972527,0.0003221775,0.00128043],"study_design_scores_gemma":[0.000003021112,0.000007840213,0.9986373,0.00001864582,0.00001671362,0.00001964008,0.0008573948,0.0001042107,0.00001625402,0.00001681918,0.0002973222,0.000004872919],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946621,0.0006870899,0.00009010341,0.000254267,0.00001356033,0.00002685627,0.003388662,0.000005867881,0.0008715188],"genre_scores_gemma":[0.9947522,0.0006976228,0.000124109,0.00009168035,0.000004616179,0.00002242975,0.003822302,0.000004801993,0.0004801642],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01232082,"threshold_uncertainty_score":0.0773825,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04747731475074571,"score_gpt":0.3718343855368011,"score_spread":0.3243570707860554,"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."}}