{"id":"W4386757756","doi":"10.1176/appi.ps.20220283","title":"Remodeling Broken Systems: Addressing the National Emergency in Child and Adolescent Mental Health","year":2023,"lang":"en","type":"article","venue":"Psychiatric Services","topic":"Child and Adolescent Psychosocial and Emotional Development","field":"Psychology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Addiction and Mental Health","funders":"","keywords":"Mental health; Child and adolescent psychiatry; Equity (law); Accountability; Psychology; Coronavirus disease 2019 (COVID-19); Psychiatry; Nursing; Medicine; Political science","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":[0.01158364,0.0006933348,0.0003952902,0.001316054,0.01098054,0.01164736,0.002786561,0.006142044,0.01480982],"category_scores_gemma":[0.02110066,0.0004787347,0.0006842669,0.001035853,0.01069221,0.01831896,0.02094549,0.01260807,0.001970444],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005497674,"about_ca_system_score_gemma":0.02639819,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007190574,"about_ca_topic_score_gemma":0.02632542,"domain_scores_codex":[0.9930807,0.004332795,0.0001699772,0.0002985597,0.0005691858,0.00154877],"domain_scores_gemma":[0.9884571,0.003692486,0.0007918194,0.000522142,0.001000115,0.005536218],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005666102,0.000365493,0.01056854,0.0009885652,0.00005685979,0.00110006,0.03964497,0.0008670074,0.0005098261,0.1236224,0.5199875,0.3022321],"study_design_scores_gemma":[0.00005522596,0.0002241084,0.009660819,0.002954865,0.0000355452,0.00082716,0.1713975,0.001027294,0.0004660764,0.1712978,0.6419743,0.00007930113],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01776682,0.01422968,0.00573727,0.9227645,0.008047315,0.0001265229,0.000103279,0.000268387,0.03095623],"genre_scores_gemma":[0.6071937,0.06027129,0.02942897,0.2633472,0.008735437,0.0005765784,0.0003772505,0.0004539976,0.02961554],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01480982,"threshold_uncertainty_score":0.06126088,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05243601610494252,"score_gpt":0.3398415217190203,"score_spread":0.2874055056140777,"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."}}