{"id":"W4291165708","doi":"10.1017/s0954579422000670","title":"Predictors of problematic adult alcohol, cannabis, and other substance use: A longitudinal study of two samples","year":2022,"lang":"en","type":"article","venue":"Development and Psychopathology","topic":"Prenatal Substance Exposure Effects","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Children's Hospital; Simon Fraser University","funders":"Eunice Kennedy Shriver National Institute of Child Health and Human Development; National Institute on Drug Abuse; National Institute of Mental Health","keywords":"Cannabis; Psychology; Young adult; Ethnic group; Longitudinal study; Substance use; Early adulthood; Clinical psychology; Alcohol; Developmental psychology; Psychiatry; Medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001048161,0.0003479709,0.0003552212,0.0006980813,0.001386084,0.0008320691,0.0005372602,0.0005230727,0.0009052507],"category_scores_gemma":[0.002436487,0.0005210104,0.0004496783,0.0007442849,0.0004422265,0.0006438034,0.001202965,0.001408609,0.0002540258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006546121,"about_ca_system_score_gemma":0.0007999368,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04123571,"about_ca_topic_score_gemma":0.05278252,"domain_scores_codex":[0.9994854,0.0001576376,0.00003415664,0.0001057101,0.000106897,0.0001101741],"domain_scores_gemma":[0.9987106,0.0001356417,0.0003308933,0.000161226,0.0002529437,0.0004086742],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005881081,0.0001799206,0.9979796,0.000002665284,0.00002447088,0.00006832629,0.0006872169,0.000008855611,0.0001732723,0.00001240421,0.00009043895,0.0007142317],"study_design_scores_gemma":[0.00001020868,0.0001178254,0.9981942,0.000006559424,0.00001662438,0.000144793,0.001131812,0.00006347975,0.00008579289,0.000014163,0.0002109027,0.000003707513],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996085,0.00003973002,0.00005825711,0.00002084363,0.000002918578,0.00001364301,0.0001674174,0.000001116796,0.00008771171],"genre_scores_gemma":[0.9986719,0.00008191723,0.00021097,0.00004028093,0.000004390553,0.00005344296,0.0006079279,0.000002802848,0.0003263585],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04123571,"threshold_uncertainty_score":0.08199137,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04229382551664644,"score_gpt":0.2974898048287877,"score_spread":0.2551959793121413,"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."}}