{"id":"W4377980501","doi":"10.1017/gmh.2023.19.pr1","title":"Author comment: 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 — R0/PR1","year":2022,"lang":"en","type":"review","venue":"","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Duke Global Health Institute, Duke University; Fogarty International Center; National Institutes of Health; Grand Challenges Canada","keywords":"Mental health; Psychological intervention; Psychosocial; Competence (human resources); Intervention (counseling); Narrative; Nursing; Fidelity; Psychology; Medical education; Medicine; Public relations; Political science; Psychiatry; Social psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02170137,0.0007566621,0.001050603,0.001400128,0.001667727,0.002215331,0.00283595,0.0101369,0.006448872],"category_scores_gemma":[0.1424278,0.0004653776,0.001565301,0.003233502,0.002976836,0.006684674,0.002568029,0.009255255,0.00258769],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00334179,"about_ca_system_score_gemma":0.009196365,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007598139,"about_ca_topic_score_gemma":0.01122367,"domain_scores_codex":[0.9879091,0.005695594,0.00275284,0.001060963,0.00215755,0.00042396],"domain_scores_gemma":[0.8852817,0.08976725,0.00750775,0.001241961,0.01526797,0.0009333041],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001179266,0.00001048752,0.0006198341,0.01478987,0.0001064069,0.0006558776,0.005853076,0.0001080597,0.0001393445,0.005094478,0.9528883,0.01961627],"study_design_scores_gemma":[0.00009584033,0.00005615254,0.0009989106,0.02950519,0.0002137309,0.001315243,0.005596166,0.00009645936,0.0003437153,0.003417107,0.9582911,0.00007036648],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0008794973,0.04092106,0.0006696825,0.9077389,0.04678701,0.0001657476,0.0006597695,0.00005544653,0.002122924],"genre_scores_gemma":[0.01382621,0.06229226,0.001465128,0.8978423,0.01931087,0.0007370014,0.0002167134,0.00005872574,0.004250794],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02170137,"threshold_uncertainty_score":0.1147692,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2575624383362971,"score_gpt":0.5342640156322932,"score_spread":0.2767015772959961,"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."}}