{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009539581,0.0005400083,0.001218555,0.0001375697,0.0006312969,0.0000404243,0.001109601,0.0005847299,0.0001310984],"category_scores_gemma":[0.00002415282,0.0003178402,0.0006374579,0.0003797787,0.0003729704,0.00003384704,0.0001074333,0.002050813,0.0001103985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001349654,"about_ca_system_score_gemma":0.0003911508,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008224509,"about_ca_topic_score_gemma":0.00005221914,"domain_scores_codex":[0.9963006,0.0006023897,0.0010623,0.0005847426,0.0003365469,0.001113424],"domain_scores_gemma":[0.9980358,0.0002268309,0.0007602249,0.0008216074,0.00008253929,0.00007296083],"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":[0.0004177603,0.00008196617,0.002301759,0.001850291,0.0003645261,0.000001530562,0.006387101,0.000001694354,0.000004633593,0.006256828,0.9781353,0.004196632],"study_design_scores_gemma":[0.00173774,0.0001277668,0.01408955,0.003633402,0.0001074597,0.00002528099,0.002222375,0.000003411033,0.000002617007,0.009398235,0.9682396,0.000412576],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002196715,0.03324668,0.0002007461,0.9202292,0.03898083,0.00149892,0.001251587,0.0001117773,0.002283534],"genre_scores_gemma":[0.03357036,0.001049083,0.0003998808,0.9138047,0.04674751,0.000164358,0.00130862,0.0001412201,0.002814308],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0321976,"threshold_uncertainty_score":0.9999273,"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."}}