{"id":"W4378231611","doi":"10.1017/gmh.2023.19.pr13","title":"Decision: 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 — R1/PR13","year":2023,"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); Psychology; Nursing; Intervention (counseling); Medical education; Narrative; Fidelity; Medicine; 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":[0.009768601,0.0007469791,0.001366191,0.003737669,0.001103413,0.002949549,0.001617381,0.002600525,0.005740476],"category_scores_gemma":[0.03131654,0.0004219534,0.001805823,0.003729377,0.001000345,0.003548985,0.001828492,0.001831276,0.0008238751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003103905,"about_ca_system_score_gemma":0.01415174,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004654374,"about_ca_topic_score_gemma":0.01676235,"domain_scores_codex":[0.9922974,0.004268849,0.001721772,0.0003575095,0.001101599,0.000252865],"domain_scores_gemma":[0.9878885,0.008669855,0.001862676,0.000164055,0.001219205,0.0001955998],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001439473,0.0000784502,0.0009481696,0.4468229,0.0007167911,0.0009018758,0.008365397,0.0003613949,0.0004896353,0.01730051,0.05277194,0.471099],"study_design_scores_gemma":[0.00007175177,0.00009705783,0.001288533,0.6328221,0.001025026,0.0008652943,0.005056265,0.0000780281,0.0002925863,0.001465909,0.3569078,0.00002971662],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001937148,0.9758657,0.0008884209,0.01231495,0.001037278,0.001157754,0.0002880155,0.00001658382,0.006494135],"genre_scores_gemma":[0.02971919,0.9535788,0.004143877,0.008792757,0.0003082772,0.001488276,0.00020765,0.00001553711,0.001745758],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.009768601,"threshold_uncertainty_score":0.05166197,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2555137810688288,"score_gpt":0.5478079406354702,"score_spread":0.2922941595666415,"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."}}