{"id":"W4382237142","doi":"10.1017/gmh.2023.19","title":"Effective training practices for non-specialist providers to promote high-quality mental health intervention delivery: A narrative review with four case studies from Kenya, Ethiopia, and the United States","year":2023,"lang":"en","type":"review","venue":"Cambridge Prisms Global Mental Health","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fogarty International Center; National Institute of Mental Health; Duke Global Health Institute, Duke University; University of Cambridge; National Institutes of Health; Grand Challenges Canada","keywords":"Mental health; Intervention (counseling); Narrative; Medicine; Nursing; Training (meteorology); Quality (philosophy); Psychology; Family medicine; Medical education; Psychiatry; Geography","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.00522818,0.00112372,0.004130166,0.0002027844,0.001997382,0.0001708169,0.0004150206,0.0002331934,0.0000116647],"category_scores_gemma":[0.0002669483,0.0007309822,0.0004545227,0.001141617,0.0004344196,0.0003163292,0.0003576812,0.0007129615,0.00003927855],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00475492,"about_ca_system_score_gemma":0.0005546503,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07672962,"about_ca_topic_score_gemma":0.008010115,"domain_scores_codex":[0.9892823,0.00491517,0.002318039,0.001682494,0.0006034308,0.001198618],"domain_scores_gemma":[0.9919734,0.001578974,0.004953969,0.0006173576,0.0002225361,0.000653734],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002342105,0.0003739508,0.00001286307,0.08290431,0.002642559,0.0001783134,0.0305448,1.103641e-7,1.330452e-8,0.001029401,0.0273637,0.8526078],"study_design_scores_gemma":[0.0169489,0.01012366,0.0002390196,0.2419699,0.002157841,0.001647174,0.09817769,0.00002477732,4.687481e-7,0.0002452791,0.6267859,0.00167937],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01382098,0.9161139,0.00007417041,0.01399895,0.001719668,0.04519737,0.008888545,0.0001492701,0.00003714785],"genre_scores_gemma":[0.0005790731,0.9762677,0.0008765953,0.005555084,0.0003227071,0.008771041,0.007186221,0.0001142654,0.0003273028],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8509285,"threshold_uncertainty_score":0.9995141,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1655604378900589,"score_gpt":0.5128399934919359,"score_spread":0.347279555601877,"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."}}