{"id":"W4405416228","doi":"10.1016/j.jadohealth.2024.09.023","title":"Roadmap for Global Youth Substance Use Prevention, Screening, and Early Intervention Research","year":2024,"lang":"en","type":"article","venue":"Journal of Adolescent Health","topic":"Child and Adolescent Psychosocial and Emotional Development","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Justice Programme; National Institute on Alcohol Abuse and Alcoholism; National Institute on Drug Abuse; Substance Abuse and Mental Health Services Administration; Forskningsrådet om Hälsa, Arbetsliv och Välfärd; The Wellcome Trust DBT India Alliance; Vetenskapsrådet; Department of Science and Technology, Ministry of Science and Technology, India; Department of Biotechnology, Ministry of Science and Technology, India; National Council for Behavioral Health; Conrad N. Hilton Foundation; European Commission; Templeton World Charity Foundation; International Society of Addiction Medicine; Cancerfonden; Ministry of Health","keywords":"Substance use; Intervention (counseling); Substance abuse prevention; Psychology; Environmental health; Medicine; Psychiatry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03600972,0.002605861,0.00441156,0.006436623,0.003428416,0.006705306,0.004726135,0.01036798,0.07267825],"category_scores_gemma":[0.03221826,0.001277113,0.004954334,0.002828289,0.002773596,0.007908758,0.01117657,0.01170281,0.01026199],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007191111,"about_ca_system_score_gemma":0.09704865,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03594076,"about_ca_topic_score_gemma":0.03249261,"domain_scores_codex":[0.9890845,0.004734267,0.001253176,0.0008923204,0.001318322,0.002717431],"domain_scores_gemma":[0.8997445,0.03962042,0.003741439,0.004257475,0.02790183,0.02473432],"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":[0.001749386,0.003212718,0.01696938,0.01675442,0.0006714494,0.0006834654,0.000899841,0.003832783,0.003064489,0.03033536,0.2755252,0.6463015],"study_design_scores_gemma":[0.001877697,0.00594273,0.090714,0.04714545,0.002607618,0.0009954491,0.007109631,0.004785882,0.002621962,0.0618092,0.7739776,0.0004128234],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01217084,0.2046345,0.03312067,0.6717755,0.01628447,0.003828595,0.01264485,0.00406817,0.04147249],"genre_scores_gemma":[0.1305984,0.2903065,0.3158604,0.1797692,0.01202681,0.01542031,0.03598821,0.001035995,0.01899417],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07267825,"threshold_uncertainty_score":0.2431329,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1667372330988452,"score_gpt":0.4434125993678552,"score_spread":0.27667536626901,"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."}}