{"id":"W4414839640","doi":"10.1016/j.jaac.2025.07.886","title":"31.4 Intergenerational Impact of Childhood Adversity: A Precision Approach to Child and Youth Mental Health","year":2025,"lang":"en","type":"article","venue":"Journal of the American Academy of Child & Adolescent Psychiatry","topic":"Health disparities and outcomes","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Children's Hospital of Eastern Ontario","funders":"","keywords":"Mental health; Matching (statistics); Public health; Context (archaeology)","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":[0.003898444,0.0004764993,0.0005906037,0.00262387,0.002216645,0.003574912,0.001085048,0.0007960348,0.004396711],"category_scores_gemma":[0.009859962,0.0003740894,0.001017345,0.001828235,0.002375683,0.002553272,0.003264361,0.002397363,0.0002695871],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003501334,"about_ca_system_score_gemma":0.004714656,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04104928,"about_ca_topic_score_gemma":0.09229916,"domain_scores_codex":[0.9982119,0.0008845833,0.00008326812,0.0002765492,0.0003555934,0.000188198],"domain_scores_gemma":[0.996603,0.001449968,0.0006573629,0.0006770762,0.0004704318,0.0001421441],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009593606,0.0001368624,0.418075,0.0003488032,0.0007038019,0.0004329969,0.008338751,0.007220945,0.0007915812,0.4029908,0.0110616,0.1498029],"study_design_scores_gemma":[0.00002076554,0.0001222046,0.6120387,0.00114769,0.00067733,0.0005599394,0.009936148,0.01049356,0.0008611564,0.3327263,0.03133697,0.00007918593],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4513377,0.02097767,0.1027676,0.09584012,0.001463152,0.000585395,0.006765449,0.0002909683,0.319972],"genre_scores_gemma":[0.9733217,0.003744783,0.01436799,0.001210421,0.0002074042,0.0001702345,0.0003393764,0.00002585206,0.006612126],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04104928,"threshold_uncertainty_score":0.08162069,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01399954335250196,"score_gpt":0.3325842451671225,"score_spread":0.3185847018146205,"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."}}