{"id":"W4224119240","doi":"10.3390/medicina58040539","title":"Towards an International Consensus on the Prevention, Treatment, and Management of High-Risk Substance Use and Overdose among Youth","year":2022,"lang":"en","type":"article","venue":"Medicina","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; Provincial Health Services Authority; BC Children's Hospital; BC Mental Health & Substance Use Services; BC Centre for Disease Control; University of British Columbia","funders":"","keywords":"Psychological intervention; Intervention (counseling); Medicine; Delphi method; Harm; Substance use; Substance abuse; Mental health; Health care; Psychiatry; Family medicine; Psychology; Political science","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":[],"consensus_categories":[],"category_scores_codex":[0.004257577,0.0001039058,0.0003295905,0.0001211006,0.0002019977,0.00002856779,0.000126613,0.00002538915,0.0002219256],"category_scores_gemma":[0.0002553506,0.00009734082,0.00003082611,0.0000773353,0.0001199797,0.0001362505,0.00004509315,0.0000839482,0.000007197546],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002484547,"about_ca_system_score_gemma":0.00002282535,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003177318,"about_ca_topic_score_gemma":0.0002489683,"domain_scores_codex":[0.9981881,0.0002872579,0.0009845317,0.0003144895,0.00009487282,0.0001307812],"domain_scores_gemma":[0.9983765,0.0003258446,0.0008907118,0.0003133199,0.00002223442,0.00007135008],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001378708,0.0003939122,0.6427674,0.000140566,0.000426637,0.00000706398,0.02054305,0.0004014217,6.923014e-7,0.3289954,0.003437373,0.002748613],"study_design_scores_gemma":[0.002926387,0.0008306213,0.9477885,0.0001084808,0.0000600638,0.000006159374,0.01767128,0.003099949,0.000007930927,0.01806576,0.009206517,0.0002283781],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9899962,0.0005437192,0.0001684077,0.006839872,0.0003643031,0.0005391602,0.0005924504,0.00001344708,0.0009424374],"genre_scores_gemma":[0.9970317,0.001095599,0.0003486673,0.0007726129,0.00006136428,0.00006018547,0.00004375698,0.00001192363,0.0005741973],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3109297,"threshold_uncertainty_score":0.4803175,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2988121464562463,"score_gpt":0.3861733242020883,"score_spread":0.08736117774584207,"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."}}