{"id":"W4386367207","doi":"10.3102/ip.23.2013822","title":"An Investigation on the Value of Integrating Mental Health Supports in Education to Build Capacity for Change","year":2023,"lang":"en","type":"article","venue":"","topic":"Education and Learning Interventions","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Francis Xavier University","funders":"","keywords":"Value (mathematics); Mental health; Computer science; Psychology; Psychotherapist; Machine learning","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":[0.008961093,0.0003853688,0.0005305702,0.001133938,0.002084744,0.002236097,0.001237515,0.001504325,0.006714153],"category_scores_gemma":[0.02589233,0.000287983,0.000685457,0.001153189,0.001806289,0.002418622,0.002109841,0.001660217,0.000317438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003448451,"about_ca_system_score_gemma":0.01011573,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005538938,"about_ca_topic_score_gemma":0.01024591,"domain_scores_codex":[0.9934098,0.004312308,0.0003477117,0.0003074144,0.000857581,0.000765065],"domain_scores_gemma":[0.9620846,0.03227676,0.001326089,0.001119286,0.001470499,0.001722777],"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":[0.02963362,0.136897,0.08244745,0.00534178,0.0004090376,0.001287057,0.07475337,0.001487137,0.005021319,0.02722655,0.001622151,0.6338736],"study_design_scores_gemma":[0.02286822,0.2047005,0.4262559,0.007181156,0.003331922,0.001341938,0.2235115,0.01017853,0.02656131,0.02536974,0.04841441,0.0002847974],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9829261,0.0002243762,0.0004170559,0.0009215208,0.00004203323,0.001553329,0.0000674805,0.000009518648,0.01383859],"genre_scores_gemma":[0.9951842,0.0002841051,0.001958412,0.0002709296,0.00001257496,0.0008897518,0.00002732852,0.000002934805,0.001369798],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008961093,"threshold_uncertainty_score":0.04739136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1201465782939531,"score_gpt":0.3867025743120663,"score_spread":0.2665559960181133,"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."}}