{"id":"W4407987341","doi":"10.1001/jamapsychiatry.2024.4880","title":"An Approach to Providing Timely Mental Health Services to Diverse Youth Populations","year":2025,"lang":"en","type":"article","venue":"JAMA Psychiatry","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Scotia Health Authority; Sturgeon Community Hospital; Centre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-Montréal; Assembly of First Nations; University of Alberta; Université de Montréal; Université de Moncton; Youth Services Bureau of Ottawa; Centre Hospitalier de l’Université de Montréal; McGill University; Douglas Mental Health University Institute","funders":"","keywords":"Mental health; Referral; Outreach; Multilevel model; Medicine; Cohort; Psychology; Family medicine; Psychiatry; Demography; Political science","routes":{"ca_aff":true,"ca_fund":false,"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":[0.007162195,0.0005256264,0.000411687,0.001981733,0.004371133,0.003651952,0.002558014,0.001265529,0.00820825],"category_scores_gemma":[0.01574722,0.0004505066,0.0008603882,0.001424378,0.001634281,0.00274001,0.01313928,0.003080063,0.0009462963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008017885,"about_ca_system_score_gemma":0.04166653,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1100632,"about_ca_topic_score_gemma":0.2604197,"domain_scores_codex":[0.9956229,0.00168145,0.0002415763,0.0005563267,0.001016931,0.0008809022],"domain_scores_gemma":[0.9924861,0.0008673598,0.0009626354,0.0005099172,0.001293501,0.003880464],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002617968,0.001643487,0.2881925,0.002061616,0.0002485638,0.001028625,0.03170813,0.001353057,0.004118093,0.01177539,0.06055994,0.5970489],"study_design_scores_gemma":[0.0003548616,0.002449389,0.6231876,0.006413461,0.0004983786,0.001929081,0.08817976,0.004057847,0.003487976,0.02352723,0.2457052,0.0002092213],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5869696,0.005632228,0.06194635,0.2349268,0.002123459,0.008654841,0.003556659,0.001366544,0.09482355],"genre_scores_gemma":[0.8823266,0.003413601,0.08163724,0.01540126,0.0006106165,0.003306456,0.0006509041,0.0000912994,0.012562],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1100632,"threshold_uncertainty_score":0.2188451,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04387908924915009,"score_gpt":0.3950880609888943,"score_spread":0.3512089717397442,"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."}}