{"id":"W7112782142","doi":"","title":"EVALUATING SCHOOL-BASED INTERVENTIONS AND PROGRAMS IN TREATING CHILDREN MENTAL HEALTH DISORDERS","year":2025,"lang":"","type":"article","venue":"CSUSB ScholarWorks (California State University, San Bernardino)","topic":"Child and Adolescent Psychosocial and Emotional Development","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychological intervention; Mental health; Nonprobability sampling; Checklist; Intervention (counseling); Sampling (signal processing); Interpersonal communication","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.001560916,0.0006926167,0.0008280703,0.001080952,0.001857344,0.0004107921,0.0006111804,0.0003270671,0.0005810504],"category_scores_gemma":[0.00009178778,0.0008194029,0.0006227786,0.001662729,0.0003907787,0.0003418981,0.0005279112,0.001644613,0.0001315012],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001245119,"about_ca_system_score_gemma":0.0006928744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001304465,"about_ca_topic_score_gemma":0.001984271,"domain_scores_codex":[0.9945516,0.001173032,0.00111418,0.001397501,0.0005446117,0.001219095],"domain_scores_gemma":[0.9981894,0.0001236026,0.0005411959,0.0004300576,0.0001184094,0.0005972959],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006725616,0.00187184,0.7015694,0.0004075312,0.0005157819,0.00001159636,0.001291485,0.0002790267,0.000006762068,0.0006349002,0.003181427,0.2895577],"study_design_scores_gemma":[0.01217429,0.0004857412,0.9452031,0.01080848,0.0001884834,0.000008670173,0.005032247,0.0007935406,0.000002019571,0.001244052,0.02313375,0.0009256713],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9621683,0.007369801,0.00225667,0.01563287,0.00178691,0.003029149,0.001003797,0.0001759721,0.006576507],"genre_scores_gemma":[0.9868795,0.003699551,0.001701593,0.001079336,0.0001328498,0.000009163694,0.0009455219,0.00005990565,0.005492534],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.288632,"threshold_uncertainty_score":0.9994421,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03455794367320807,"score_gpt":0.3247740107378695,"score_spread":0.2902160670646615,"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."}}