{"id":"W4378231364","doi":"10.1017/gmh.2023.19.pr10","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/PR10","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); Fidelity; Nursing; 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":[0.003622162,0.0009135964,0.001728805,0.005549301,0.0008634264,0.002114628,0.001382888,0.001542942,0.003451683],"category_scores_gemma":[0.01913129,0.0004707264,0.00179407,0.00701805,0.0007530061,0.001742649,0.001327869,0.001259326,0.0005092873],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002567162,"about_ca_system_score_gemma":0.009425211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006506152,"about_ca_topic_score_gemma":0.0219889,"domain_scores_codex":[0.9964864,0.001510283,0.0009885189,0.0001943638,0.0006958012,0.0001245893],"domain_scores_gemma":[0.9895945,0.008133379,0.001241371,0.000134588,0.0007737918,0.0001224515],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000764311,0.00004413518,0.0003611883,0.6748484,0.0006907425,0.000328729,0.001566948,0.0002279623,0.0002521056,0.002440075,0.02003586,0.2991275],"study_design_scores_gemma":[0.00003192736,0.00008552179,0.001735154,0.8241197,0.001831841,0.0007772295,0.001133928,0.00006083606,0.0001589669,0.0004039989,0.1696366,0.00002432234],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004178843,0.997155,0.0001785938,0.0006851783,0.000175144,0.0001822396,0.00009848235,0.000007573271,0.00109992],"genre_scores_gemma":[0.003814392,0.9949523,0.0004429695,0.0004172538,0.00003926458,0.0001450316,0.00005110046,0.000002780459,0.00013494],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006506152,"threshold_uncertainty_score":0.01915604,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2187812632370073,"score_gpt":0.5283568513163669,"score_spread":0.3095755880793596,"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."}}