{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004082136,0.0001581433,0.000439193,0.0001566676,0.00008166223,0.000004410946,0.00007824576,0.0000341839,0.00004091181],"category_scores_gemma":[0.00004742094,0.0001396254,0.0000208653,0.0002326619,0.0001145337,0.00005063913,0.00006320134,0.0001473853,4.410723e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002931734,"about_ca_system_score_gemma":0.00005715684,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008424918,"about_ca_topic_score_gemma":0.0005166708,"domain_scores_codex":[0.9986189,0.0001450573,0.0004416454,0.0003264349,0.000268752,0.0001991875],"domain_scores_gemma":[0.9993712,0.00007369863,0.0002053746,0.0002055986,0.00007264489,0.0000714315],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000464014,0.0004597751,0.9782623,0.0002240487,0.000117443,0.00006054903,0.01552007,0.000002511372,0.003274505,0.0001875875,0.0003105126,0.001116704],"study_design_scores_gemma":[0.004270169,0.001106346,0.9916202,0.0001033719,0.00007056303,0.0002265674,0.0008486666,0.00000557098,0.0008388883,0.0000956404,0.0006771969,0.0001368031],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979528,0.0006977851,0.00007557163,0.00007801152,0.00019015,0.0008887955,0.00001938262,0.00002212495,0.00007538763],"genre_scores_gemma":[0.9969857,0.0000159234,0.002537862,0.00009132291,0.00001706795,0.0002079198,0.00001117778,0.00001841262,0.000114605],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01467141,"threshold_uncertainty_score":0.569376,"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."}}