{"id":"W2926547883","doi":"10.3310/phr07060","title":"Training teachers in classroom management to improve mental health in primary school children: the STARS cluster RCT","year":2019,"lang":"en","type":"article","venue":"Public Health Research","topic":"Child and Adolescent Psychosocial and Emotional Development","field":"Psychology","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Public Health Research Programme; Department of Health and Social Care; National Institute for Health and Care Research","keywords":"Mental health; Strengths and Difficulties Questionnaire; Cluster randomised controlled trial; Psychological intervention; Randomized controlled trial; Psychology; Intervention (counseling); Logistic regression; Psychopathology; Medicine; Classroom management; Cluster (spacecraft); Clinical psychology; Psychiatry; Pedagogy","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01045703,0.0001784147,0.0003214511,0.0007024542,0.0003071232,0.0001149073,0.0005372444,0.0000868385,0.0005687842],"category_scores_gemma":[0.00004530553,0.0001407124,0.00006010711,0.00118309,0.0000619378,0.0001334048,0.0002662551,0.001267546,0.0006654873],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002010055,"about_ca_system_score_gemma":0.0011783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001470766,"about_ca_topic_score_gemma":0.0007457036,"domain_scores_codex":[0.9946104,0.001328481,0.0006647378,0.0006915224,0.0008546942,0.001850115],"domain_scores_gemma":[0.9987214,0.00010712,0.00008002746,0.0003937823,0.00004491567,0.0006528088],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001627479,0.0007851739,0.1151581,0.0001432421,0.00005329262,0.00000265921,0.0318302,0.000003578599,0.00000409906,0.00386241,0.1102039,0.7377906],"study_design_scores_gemma":[0.001699722,0.0001751833,0.8086457,0.0001847211,2.006262e-7,0.000002257376,0.006733196,0.000006962882,6.69263e-8,0.0001424583,0.1822964,0.0001131598],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5337142,0.0005295413,0.00002040988,0.4352367,0.0009263469,0.00416792,0.00003366895,0.00003210879,0.02533915],"genre_scores_gemma":[0.9258249,0.0004613602,0.0002838499,0.06201006,0.0003249815,0.0002846754,0.0001682354,0.00004257583,0.01059934],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7376774,"threshold_uncertainty_score":0.8553715,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1145403575113436,"score_gpt":0.4111640071171468,"score_spread":0.2966236496058032,"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."}}