{"id":"W4411258595","doi":"10.1007/s11469-025-01501-6","title":"Externalizing and Internalizing Trajectories to Adolescent Substance Use","year":2025,"lang":"en","type":"article","venue":"International Journal of Mental Health and Addiction","topic":"Child and Adolescent Psychosocial and Emotional Development","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Montréal; Université de Sherbrooke; McGill University","funders":"Canadian Institutes of Health Research; Social Sciences and Humanities Research Council; Fonds de Recherche du Québec-Société et Culture","keywords":"Health psychology; Psychology; Public health; Substance use; Clinical psychology; Psychiatry; Medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009930208,0.0004293093,0.0003464595,0.001052972,0.00104907,0.001846877,0.0005168323,0.0006328648,0.003357398],"category_scores_gemma":[0.003553422,0.0004718454,0.001060321,0.00100908,0.0005675212,0.001116164,0.002091569,0.0019132,0.0003518501],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008028846,"about_ca_system_score_gemma":0.001163321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02803631,"about_ca_topic_score_gemma":0.05292166,"domain_scores_codex":[0.999518,0.0001264796,0.0000363767,0.0000825813,0.00006772938,0.0001688532],"domain_scores_gemma":[0.9978442,0.000420573,0.0006804066,0.0001300439,0.0002570499,0.0006676633],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004738487,0.0001010894,0.9975503,0.000003288249,0.00002265415,0.00004791851,0.000452409,0.00008522837,0.0001219283,0.00009754237,0.0000402281,0.001430128],"study_design_scores_gemma":[9.742841e-7,0.0000432867,0.9987663,0.000006993025,0.000008680935,0.0000580698,0.0008206112,0.0001126543,0.00004253464,0.00005495495,0.00008278846,0.000002241609],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989523,0.00009305824,0.00004195264,0.00004809582,0.000004157805,0.000009158794,0.0001478685,0.000003308751,0.0007001288],"genre_scores_gemma":[0.9982577,0.0001844912,0.0000885734,0.00001558984,0.00000430179,0.00001418698,0.0005278657,0.000004863808,0.000902516],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02803631,"threshold_uncertainty_score":0.0557462,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02539124230542354,"score_gpt":0.3408386049660819,"score_spread":0.3154473626606583,"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."}}