{"id":"W4281629844","doi":"10.1007/s12144-022-03195-8","title":"Development and modelling of a school-based mental health intervention: the co-production of the R.E.A.C.T. programme","year":2022,"lang":"en","type":"article","venue":"Current Psychology","topic":"Child and Adolescent Psychosocial and Emotional Development","field":"Psychology","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Queen's University","keywords":"Intervention (counseling); Psychological intervention; Mental health; Psychology; Anxiety; Stakeholder; Test (biology); Applied psychology; Medical education; Clinical psychology; Psychotherapist; Medicine; Psychiatry; Public relations","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"simulation_or_modeling","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00690769,0.0008102445,0.000735888,0.00105044,0.00129039,0.002021659,0.002087001,0.001317686,0.008586704],"category_scores_gemma":[0.009565893,0.0005525508,0.001411347,0.0007568969,0.001068622,0.001255174,0.002177097,0.001183335,0.0009535591],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00442228,"about_ca_system_score_gemma":0.009394703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009556276,"about_ca_topic_score_gemma":0.0083962,"domain_scores_codex":[0.9946055,0.004123267,0.000151111,0.0003705972,0.0004251511,0.0003244335],"domain_scores_gemma":[0.9941718,0.004152048,0.0003686929,0.0003403592,0.0004688802,0.0004982952],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.004544403,0.01291208,0.02333041,0.008516312,0.000476298,0.002033602,0.02062537,0.399668,0.01178007,0.04633074,0.005884618,0.463898],"study_design_scores_gemma":[0.007586236,0.02908041,0.03512651,0.006022305,0.001467539,0.0009907446,0.01753224,0.7470803,0.01997823,0.03069463,0.1040117,0.0004291489],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6463677,0.0007523717,0.2515948,0.003369859,0.0002257514,0.03431255,0.001610049,0.001287693,0.06047931],"genre_scores_gemma":[0.771332,0.0005376539,0.2080109,0.000133136,0.00001425018,0.01353734,0.0005145722,0.00006076662,0.005859366],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009556276,"threshold_uncertainty_score":0.03653175,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1290821733646072,"score_gpt":0.3783412385363764,"score_spread":0.2492590651717691,"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."}}