{"id":"W7132888747","doi":"","title":"Legal Systems Involvement and Mental Health: The Challenges for Young People Engaged in the Family Law and Criminal Justice Systems","year":2025,"lang":"","type":"dissertation","venue":"TSpace","topic":"Law, Rights, and Freedoms","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Law Foundation of British Columbia; UNICEF","keywords":"Mental health; Criminal justice; Economic Justice; Mental health law; Criminal law; Welfare; Legal psychology; State (computer science)","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.007499243,0.00047921,0.0007702488,0.0001044673,0.006287668,0.0009246483,0.0006018931,0.0003415919,0.000002455267],"category_scores_gemma":[0.0001176082,0.0003045756,0.0001119487,0.0002708771,0.002178151,0.0002477097,0.00006425596,0.000864722,0.000001594588],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002509752,"about_ca_system_score_gemma":0.0005193398,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.09492309,"about_ca_topic_score_gemma":0.194424,"domain_scores_codex":[0.9937302,0.003190704,0.0007010247,0.0007443646,0.0008772116,0.0007564978],"domain_scores_gemma":[0.9967426,0.00203642,0.0005220245,0.0003648659,0.000177558,0.0001565157],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007378755,0.00006265163,0.00001247765,0.003981604,0.00004929066,0.000001158595,0.4766853,0.000007630641,0.00001243472,0.518388,0.0005828644,0.000142763],"study_design_scores_gemma":[0.0008791175,0.0003138672,0.0003091464,0.0009748092,0.0004081259,0.000006758771,0.9496238,0.001184749,0.000002045573,0.00019324,0.04577386,0.00033046],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2536281,0.5995552,0.001470112,0.02148344,0.02566217,0.02404775,0.0003043788,0.0001354249,0.07371341],"genre_scores_gemma":[0.9572224,0.03526121,0.00001543638,0.0003395888,0.0008391101,0.0007813446,0.0001119058,0.00002663887,0.005402375],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7035943,"threshold_uncertainty_score":0.9999406,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07298430503607135,"score_gpt":0.3567687836838811,"score_spread":0.2837844786478098,"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."}}