{"id":"W4377980473","doi":"10.1017/gmh.2023.19.pr5","title":"Recommendation: 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/PR5","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; Narrative; 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":[0.0119453,0.001039424,0.001886154,0.00505696,0.001213445,0.002895239,0.002641865,0.004613098,0.01594204],"category_scores_gemma":[0.05228447,0.0006253324,0.002594322,0.006541554,0.0008572458,0.005017378,0.002209151,0.003214855,0.00387179],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003819413,"about_ca_system_score_gemma":0.0260373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01164311,"about_ca_topic_score_gemma":0.03857347,"domain_scores_codex":[0.9920458,0.003600473,0.002079406,0.0003733383,0.001626381,0.0002747175],"domain_scores_gemma":[0.9741615,0.01489131,0.004416246,0.000454026,0.005402436,0.0006745004],"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":[0.00008832514,0.00009816221,0.0007928624,0.5088764,0.0005886453,0.000368046,0.002103449,0.0001610093,0.0002924429,0.004054897,0.1388036,0.3437723],"study_design_scores_gemma":[0.0001085837,0.00005222824,0.001374355,0.710569,0.000724878,0.0002979098,0.001336681,0.00004494008,0.000102412,0.001159703,0.2842033,0.00002591748],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001631802,0.8673601,0.003034839,0.09107625,0.005528471,0.008941029,0.00294237,0.0001229695,0.0193623],"genre_scores_gemma":[0.01034947,0.9369485,0.01064717,0.03108696,0.0007345434,0.005192846,0.0009993458,0.00003977942,0.004001426],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01594204,"threshold_uncertainty_score":0.06317359,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2552756180431564,"score_gpt":0.5329852614873134,"score_spread":0.277709643444157,"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."}}