{"id":"W4416160830","doi":"10.3389/frcha.2025.1631474","title":"Environmentally derived subgroups of preadolescents with family history of substance use exhibit distinct patterns of psychopathology and reward-related behaviors: insights from the ABCD study","year":2025,"lang":"en","type":"article","venue":"Frontiers in Child and Adolescent Psychiatry","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Institute on Drug Abuse","keywords":"Psychosocial; Psychopathology; Substance use; Intervention (counseling); Family history; Family studies","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":[0.0008262942,0.0002883617,0.0003999734,0.001599036,0.0011034,0.001005142,0.0005754368,0.0004619686,0.000799811],"category_scores_gemma":[0.002217218,0.0002446031,0.0004935112,0.001303882,0.0005873257,0.0003224448,0.001417138,0.0005403511,0.0001257652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005331137,"about_ca_system_score_gemma":0.0007047796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04577417,"about_ca_topic_score_gemma":0.05757916,"domain_scores_codex":[0.9993401,0.0001752806,0.00007361267,0.0001995648,0.0000948847,0.0001165458],"domain_scores_gemma":[0.999202,0.0001198498,0.0002441115,0.0001163216,0.0001418852,0.0001759664],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007669935,0.00008605006,0.9946861,0.00001238689,0.00004671407,0.0001027492,0.001730552,0.00002675425,0.0004772861,0.00006600821,0.0001179608,0.002570714],"study_design_scores_gemma":[0.000005948411,0.00002946836,0.9973584,0.000007894618,0.00001329148,0.0001461046,0.002050135,0.0001172452,0.00005684494,0.00005690938,0.000154623,0.000003162221],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994549,0.00006043925,0.0001133476,0.00001547467,0.000001648514,0.00002313845,0.0001855948,0.000001519414,0.0001439603],"genre_scores_gemma":[0.9987429,0.00007119187,0.0003288653,0.00002473217,0.000002520644,0.00003908276,0.0006993358,0.000003515034,0.00008798286],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04577417,"threshold_uncertainty_score":0.09101546,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008439085055161383,"score_gpt":0.2142807840985467,"score_spread":0.2058416990433853,"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."}}