{"id":"W2166577137","doi":"10.1016/j.jsat.2014.12.004","title":"The Relationship Between Psychosocial Features of Emerging Adulthood and Substance Use Change Motivation in Youth","year":2014,"lang":"en","type":"article","venue":"Journal of Substance Abuse Treatment","topic":"Identity, Memory, and Therapy","field":"Psychology","cited_by":25,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Centre for Addiction and Mental Health","funders":"Social Sciences and Humanities Research Council of Canada; University of Toronto","keywords":"Psychosocial; Psychology; Mental health; Substance abuse; Young adult; Clinical psychology; Substance use; Developmental psychology; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0005257981,0.0001525024,0.0002981166,0.0001675465,0.0001480222,0.00003606515,0.0001302924,0.00009172418,0.000006219161],"category_scores_gemma":[0.000048751,0.00010626,0.00009564022,0.0002513832,0.00007293425,0.0003153235,0.000001391888,0.0001909035,0.000002059977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001304673,"about_ca_system_score_gemma":0.0000112647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001138417,"about_ca_topic_score_gemma":0.002184525,"domain_scores_codex":[0.9986254,0.0002595093,0.0005069379,0.0001502764,0.0002408135,0.0002170875],"domain_scores_gemma":[0.9982547,0.0007175594,0.0006262641,0.0002164576,0.0001270474,0.00005802887],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003034058,0.0001429254,0.8746986,0.000004559081,0.00009116892,0.000005708762,0.1170883,0.000001888425,0.0000188699,0.001328618,0.00004360034,0.006272295],"study_design_scores_gemma":[0.002943624,0.0002979258,0.9905209,0.0001400167,0.00006276809,0.000005889758,0.003973437,5.708103e-7,0.0000911614,0.001723745,0.0001518707,0.00008808159],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949656,0.003583219,0.0001069184,0.0004457522,0.0005493021,0.0002349032,0.00001025003,0.000007397041,0.00009665231],"genre_scores_gemma":[0.9969981,0.002239044,0.0001057305,0.0000333302,0.00045028,0.00001115061,0.000004215626,0.00001851061,0.0001396893],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1158222,"threshold_uncertainty_score":0.4333158,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1056179947721568,"score_gpt":0.33454039415646,"score_spread":0.2289223993843031,"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."}}