{"id":"W4413186844","doi":"10.2139/ssrn.5383970","title":"The Influence of Housing, Education and Employment Trajectories on Mental Health and Behavioral Outcomes for Youth Receiving Child Welfare and Community Services","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Child Welfare and Adoption","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Welfare; Mental health; Psychology; Demographic economics; Labour economics; Economics; Business; Psychiatry","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":[0.001315274,0.000376391,0.0004494369,0.0008756066,0.001327545,0.002157325,0.0009331941,0.0009603757,0.003323161],"category_scores_gemma":[0.005413371,0.0003571233,0.001729682,0.001609789,0.0005720289,0.001208175,0.002270174,0.001591528,0.0003506657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001464241,"about_ca_system_score_gemma":0.002650927,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1522162,"about_ca_topic_score_gemma":0.1870318,"domain_scores_codex":[0.9989365,0.0002496147,0.00007097531,0.0001338923,0.00008540526,0.0005236593],"domain_scores_gemma":[0.997135,0.0005502326,0.0007837203,0.0001404575,0.0002836585,0.001106955],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001865591,0.0001242439,0.9979659,0.000005216161,0.0000756282,0.00003714559,0.0002716654,0.00005206016,0.00003726416,0.00003064291,0.00008690825,0.001126687],"study_design_scores_gemma":[0.000002917245,0.00008389302,0.9983822,0.000009549646,0.00002979,0.00002060677,0.001246298,0.0001119097,0.00001899413,0.00003064189,0.0000591638,0.000004044295],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991611,0.0001607138,0.00001660962,0.0001042008,0.000008310121,0.000004530717,0.0003314118,0.000001818968,0.0002113369],"genre_scores_gemma":[0.9991726,0.0001117299,0.00002554021,0.00002133566,0.000006875353,0.000004873886,0.0003999092,0.000002504602,0.0002545322],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1522162,"threshold_uncertainty_score":0.3026604,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01812858054273845,"score_gpt":0.3382987589969349,"score_spread":0.3201701784541964,"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."}}