{"id":"W4378231605","doi":"10.1017/gmh.2023.19.pr4","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 — R0/PR4","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); Medicine; Nursing; Intervention (counseling); Medical education; Fidelity; Psychology; 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":[0.003646955,0.0009220053,0.001764536,0.005608563,0.0008681762,0.002136418,0.001396193,0.001564441,0.003402747],"category_scores_gemma":[0.01913466,0.0004747635,0.00181446,0.006999131,0.0007612072,0.001749437,0.001332243,0.001259547,0.0004992497],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002565209,"about_ca_system_score_gemma":0.009417833,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006505043,"about_ca_topic_score_gemma":0.02189278,"domain_scores_codex":[0.9964873,0.001502948,0.0009923195,0.0001968164,0.0006950105,0.0001256148],"domain_scores_gemma":[0.9894863,0.008223314,0.001246891,0.0001349723,0.0007856088,0.0001228506],"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":[0.00007673224,0.00004437547,0.0003680332,0.6787749,0.0006971511,0.0003275284,0.001553933,0.0002259113,0.0002492418,0.002414424,0.01924417,0.2960236],"study_design_scores_gemma":[0.00003199002,0.00008738555,0.00174566,0.8268845,0.001908872,0.0007870413,0.00113306,0.00006147937,0.0001600823,0.000405865,0.1667695,0.00002458212],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004141579,0.9972377,0.0001758624,0.0006641456,0.0001725445,0.0001793518,0.00009666884,0.000007527382,0.001052054],"genre_scores_gemma":[0.003765872,0.9950299,0.0004349013,0.0004058424,0.0000386694,0.0001419254,0.00005005219,0.000002692813,0.0001300585],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006505043,"threshold_uncertainty_score":0.01928717,"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."}}