{"id":"W4377980502","doi":"10.1017/gmh.2023.19.pr6","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 — R0/PR6","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); Psychology; Medical education; Nursing; Intervention (counseling); 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":[0.009156764,0.0007771908,0.001394641,0.003812443,0.001072012,0.002968457,0.001599806,0.002644917,0.005528536],"category_scores_gemma":[0.0301886,0.0004205167,0.001803997,0.003791885,0.001011453,0.003611182,0.001826896,0.001831934,0.0008171561],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002974277,"about_ca_system_score_gemma":0.01377141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004500494,"about_ca_topic_score_gemma":0.0162148,"domain_scores_codex":[0.9927357,0.003965665,0.001625843,0.0003568714,0.001072818,0.0002432002],"domain_scores_gemma":[0.9885749,0.008126088,0.001813458,0.0001555175,0.001142312,0.0001876921],"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":[0.0001378168,0.00007725641,0.0009160162,0.450783,0.0007116739,0.0009207528,0.008021289,0.0003691119,0.0004859551,0.01746271,0.05267223,0.4674422],"study_design_scores_gemma":[0.00006860499,0.00009732935,0.001264109,0.6182479,0.001053437,0.0009147524,0.004760491,0.00007827736,0.000287375,0.001555881,0.3716418,0.00003015266],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001682375,0.977719,0.0008254158,0.01155586,0.00102164,0.001014955,0.0002630628,0.00001552733,0.005902126],"genre_scores_gemma":[0.02641136,0.9578383,0.003757805,0.008507554,0.0003077515,0.001323506,0.0001945997,0.00001425185,0.001644804],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.009156764,"threshold_uncertainty_score":0.04842615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.22544434033973,"score_gpt":0.5330281164363688,"score_spread":0.3075837760966388,"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."}}