{"id":"W4400138324","doi":"10.12799/rcphn.2024.00535","title":"Patterns of Adolescent Substance Use: A Comparative Study among the United States, Canada, England, and South Korea from 2014-2021","year":2024,"lang":"en","type":"article","venue":"Research in Community and Public Health Nursing","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Substance use; Geography; Demography; Political science; Medicine; Psychiatry; Sociology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002887685,0.0001424688,0.0003899575,0.000350526,0.0005272529,0.0001343592,0.0001469164,0.00004599896,0.00002051055],"category_scores_gemma":[0.00008761547,0.00009762106,0.00001902111,0.0007635957,0.0002809172,0.0001588641,0.00005102536,0.001528076,5.045882e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005826958,"about_ca_system_score_gemma":0.0009460891,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8011213,"about_ca_topic_score_gemma":0.9178636,"domain_scores_codex":[0.9952797,0.003126676,0.0003334746,0.0001912365,0.000539983,0.0005288864],"domain_scores_gemma":[0.9960207,0.0029949,0.00005381891,0.0004409726,0.0001744642,0.0003151522],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001176647,0.0004116531,0.790546,0.0001317164,0.00006645541,0.00003390177,0.2002343,0.000002692239,7.457126e-7,0.0000357522,0.0005089833,0.007910161],"study_design_scores_gemma":[0.001492814,0.0002821765,0.7677702,0.00210953,0.00001193031,0.00000332424,0.2259137,0.001136736,0.000005028095,0.00005692239,0.001151743,0.00006589405],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9852976,0.005720718,0.00002280599,0.007895015,0.00007109509,0.0008784729,0.00007707752,0.00001483501,0.00002238825],"genre_scores_gemma":[0.9975512,0.001931761,0.00001663978,0.000173498,0.00003521755,0.00002118431,0.0002265592,0.0000128802,0.00003106155],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1167423,"threshold_uncertainty_score":0.6638815,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2520002106539628,"score_gpt":0.4316280541502028,"score_spread":0.17962784349624,"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."}}