{"id":"W4378231498","doi":"10.1017/gmh.2023.19.pr9","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/PR9","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; Intervention (counseling); Nursing; Narrative; Medical education; Fidelity; Medicine; Psychotherapist; 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":[0.003700733,0.0009073867,0.001738356,0.00558807,0.0008702638,0.002135932,0.001387736,0.001557968,0.00338012],"category_scores_gemma":[0.01938757,0.0004727789,0.001793397,0.006945133,0.0007556807,0.001750852,0.001329402,0.001248492,0.0004965793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002561131,"about_ca_system_score_gemma":0.009441519,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006409862,"about_ca_topic_score_gemma":0.0217615,"domain_scores_codex":[0.996424,0.001545342,0.001011268,0.0001953942,0.0006983968,0.0001255001],"domain_scores_gemma":[0.9892859,0.008388732,0.001271344,0.0001369164,0.000791763,0.0001253631],"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":[0.0000760566,0.00004481968,0.0003657959,0.679229,0.0006994201,0.0003352171,0.001609264,0.0002240311,0.0002525189,0.00242651,0.01907262,0.2956648],"study_design_scores_gemma":[0.00003211391,0.00008666745,0.00170967,0.8276795,0.001856579,0.0007864603,0.001166166,0.00006090325,0.000159061,0.0003984411,0.1660401,0.00002438644],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004281624,0.9971765,0.0001787964,0.0006788275,0.0001746821,0.0001846468,0.00009603378,0.00000743079,0.001074915],"genre_scores_gemma":[0.003856434,0.9949104,0.0004508386,0.0004122363,0.00003927274,0.00014684,0.0000499825,0.000002717147,0.0001312161],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006409862,"threshold_uncertainty_score":0.0195716,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.221155504459289,"score_gpt":0.5286508225357965,"score_spread":0.3074953180765075,"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."}}