{"id":"W4378231704","doi":"10.1017/gmh.2023.19.pr11","title":"Review: 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/PR11","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); Nursing; Intervention (counseling); Medicine; Psychology; Medical education; 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":[0.003652293,0.0009129042,0.001737333,0.005567498,0.0008654993,0.002125589,0.001383471,0.001547216,0.00344467],"category_scores_gemma":[0.01925803,0.0004717928,0.001796271,0.007026449,0.0007547296,0.00175481,0.001324691,0.001261911,0.0005124457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002573201,"about_ca_system_score_gemma":0.00950695,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006537728,"about_ca_topic_score_gemma":0.02216146,"domain_scores_codex":[0.9964848,0.00151072,0.000988886,0.0001944524,0.0006963968,0.0001247587],"domain_scores_gemma":[0.9894977,0.008203794,0.00125132,0.0001358884,0.0007872709,0.0001240907],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007625198,0.00004391932,0.0003609483,0.6749216,0.0006879966,0.0003308895,0.001584915,0.0002262989,0.000252657,0.00242061,0.0199318,0.2991621],"study_design_scores_gemma":[0.00003168681,0.00008539306,0.001720248,0.8250582,0.001834981,0.0007811236,0.001143137,0.00006054616,0.0001583256,0.0004030848,0.1686989,0.00002436486],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004169265,0.9971563,0.0001788158,0.0006903631,0.0001756439,0.0001818395,0.00009859486,0.000007594204,0.001093821],"genre_scores_gemma":[0.003797018,0.9949727,0.0004416135,0.0004179087,0.00003918937,0.000143648,0.00005098895,0.000002788075,0.0001341374],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006537728,"threshold_uncertainty_score":0.01931536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2232664005483699,"score_gpt":0.5279810793957608,"score_spread":0.3047146788473909,"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."}}