{"id":"W4406130520","doi":"10.1177/07067437241300961","title":"High Intensity Physician-Based Service Use for Mental Health Concerns in a General-Population Sample of Children and Youth: Utilisation des services de haute intensité dispensés par des médecins pour les problèmes de santé mentale dans un échantillon d’enfants et de jeunes de la population générale","year":2025,"lang":"en","type":"article","venue":"The Canadian Journal of Psychiatry","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mental Health Research Canada; Western University; University of Toronto; Lawson Health Research Institute; McMaster University","funders":"Canadian Institutes of Health Research; Canada Research Chairs; Ministère de l’Éducation, Gouvernement de l’Ontario; Ontario Ministry of Health and Long-Term Care","keywords":"Medicine; Mental health; Population; Percentile; Emergency department; Family medicine; Health care; Occupational safety and health; Gerontology; Psychiatry; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0004368838,0.0002970001,0.0002732398,0.0009367638,0.0007395017,0.0007689155,0.0005353737,0.0004339257,0.001443958],"category_scores_gemma":[0.001418852,0.0003376955,0.0006335847,0.001431984,0.0005008228,0.0003130746,0.0005635566,0.0006044547,0.0001522402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002996951,"about_ca_system_score_gemma":0.002359819,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.6965269,"about_ca_topic_score_gemma":0.7612833,"domain_scores_codex":[0.9993993,0.00006860606,0.00004424094,0.0001169472,0.0001730199,0.0001979967],"domain_scores_gemma":[0.9989472,0.00006734493,0.0004818103,0.00004589303,0.0001844261,0.0002733204],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000006711697,0.000006539417,0.9996916,0.00000224917,0.00001146567,0.0000138744,0.0000648934,0.000006209152,0.0000271986,0.000002118673,0.00002790395,0.0001391852],"study_design_scores_gemma":[6.667807e-7,0.000006453063,0.9997595,0.000001891304,0.00000315863,0.00001941089,0.0001627146,0.00001751854,0.000005086423,8.094636e-7,0.00002237866,4.130112e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993291,0.00007596724,0.00001861902,0.00003284255,0.000001805145,0.000008549518,0.0003835094,0.000001130117,0.0001484123],"genre_scores_gemma":[0.9993636,0.00008180583,0.00002627034,0.00001924024,0.0000030671,0.00000698368,0.0003609642,7.968143e-7,0.0001373256],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6965269,"threshold_uncertainty_score":0.6105205,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02747706723541851,"score_gpt":0.3369728333365428,"score_spread":0.3094957661011243,"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."}}