{"id":"W4405009635","doi":"10.1016/s2215-0366(24)00402-4","title":"Nuanced epidemiology for nuanced care: addressing the substantial mental health needs of adolescents","year":2024,"lang":"en","type":"letter","venue":"The Lancet Psychiatry","topic":"Child and Adolescent Psychosocial and Emotional Development","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre for Addiction and Mental Health","funders":"Centre for Addiction and Mental Health","keywords":"Mental health; Epidemiology; MEDLINE; Mental health care; Psychology; Medicine; Psychiatry; Data science; Gerontology; Computer science; Political science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.02234665,0.001103083,0.003382489,0.001347392,0.006171948,0.00812989,0.004404065,0.08409558,0.008220463],"category_scores_gemma":[0.1042722,0.001538058,0.002035075,0.001154315,0.01024457,0.01390967,0.006786637,0.07445746,0.003665169],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008504465,"about_ca_system_score_gemma":0.01952516,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01482993,"about_ca_topic_score_gemma":0.03142912,"domain_scores_codex":[0.9863418,0.006445691,0.00163457,0.001148539,0.002896608,0.001532733],"domain_scores_gemma":[0.8724536,0.08714325,0.005554046,0.003154131,0.01202444,0.01967052],"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":[0.00004832953,0.00005264791,0.001205783,0.0003925897,0.0000561938,0.0009315345,0.0006342219,0.0000867716,0.000222202,0.008740282,0.9722429,0.01538654],"study_design_scores_gemma":[0.0003748825,0.0001196477,0.004829077,0.003115227,0.0001712695,0.002731428,0.003228467,0.0009427835,0.0002939069,0.08211193,0.9018293,0.0002520795],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001053638,0.001836674,0.00007988593,0.9915491,0.006067539,0.00000400498,0.00002003894,0.000009897911,0.0003274074],"genre_scores_gemma":[0.002888744,0.002709208,0.0005662238,0.9468085,0.04555771,0.00004325843,0.00002117524,0.00002894004,0.001376234],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.08409558,"threshold_uncertainty_score":0.1181818,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1005256861854073,"score_gpt":0.3764753232092002,"score_spread":0.2759496370237929,"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."}}