{"id":"W4401528618","doi":"10.1016/s2215-0366(24)00212-8","title":"Meaningful youth engagement for a positive mental health ecosystem","year":2024,"lang":"en","type":"letter","venue":"The Lancet Psychiatry","topic":"Suicide and Self-Harm Studies","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Mental Health Research Canada","funders":"","keywords":"Mental health; Ecosystem; MEDLINE; Ecosystem health; Psychology; Ecosystem services; Environmental science; Environmental resource management; Ecology; Psychiatry; Political science; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001139001,0.000556403,0.001026339,0.0001392771,0.0005489945,0.0001068134,0.0007474112,0.0003650824,0.0002414069],"category_scores_gemma":[0.000008920969,0.0003772521,0.0004456153,0.0001706856,0.00006980061,0.00002983596,0.00016829,0.002063296,0.0009179862],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001850405,"about_ca_system_score_gemma":0.0001451971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001653509,"about_ca_topic_score_gemma":0.0002216442,"domain_scores_codex":[0.9965982,0.0005902018,0.0005880383,0.0008246572,0.0003490106,0.00104993],"domain_scores_gemma":[0.9983855,0.0002199104,0.0003553353,0.0009372495,0.00004759552,0.00005443783],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001517359,0.00004120241,0.0001731329,0.0004820998,0.001842238,0.00001323162,0.02848989,2.117963e-7,2.225304e-7,0.003300786,0.9653068,0.0001984104],"study_design_scores_gemma":[0.001264738,0.0003913679,0.0002396968,0.0002760916,0.0004033889,0.0000377838,0.011577,0.000005006655,5.621086e-7,0.003100884,0.9822245,0.0004789471],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0005914479,0.01609543,0.00006909609,0.9285674,0.02420397,0.002023662,0.006287651,0.0003207604,0.02184058],"genre_scores_gemma":[0.003328747,0.0002346572,0.0004419344,0.944183,0.04220527,0.000566566,0.001533665,0.0001932803,0.007312912],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0180013,"threshold_uncertainty_score":0.9998679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06656792277522337,"score_gpt":0.344496630859661,"score_spread":0.2779287080844376,"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."}}