{"id":"W4377980497","doi":"10.1017/gmh.2023.19.pr2","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/PR2","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; 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":[0.003696667,0.0009263071,0.001751946,0.005596898,0.0008750049,0.00215621,0.001386133,0.00158081,0.003333868],"category_scores_gemma":[0.01947628,0.0004769972,0.001819339,0.007014644,0.0007630716,0.001756929,0.001335482,0.001269628,0.0004861101],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002584452,"about_ca_system_score_gemma":0.009362185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006513523,"about_ca_topic_score_gemma":0.02198083,"domain_scores_codex":[0.996439,0.001533578,0.001004119,0.0001995083,0.0006962649,0.0001275804],"domain_scores_gemma":[0.9891707,0.00850467,0.001269433,0.0001369904,0.0007942719,0.0001239273],"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":[0.00007849896,0.00004528088,0.0003808554,0.6846293,0.0007069004,0.000339007,0.001631277,0.0002265952,0.0002470239,0.002481194,0.01909772,0.2901364],"study_design_scores_gemma":[0.00003189958,0.00008852482,0.001760961,0.8289091,0.001906881,0.0008037441,0.001179715,0.00006114136,0.0001588135,0.0004048818,0.1646697,0.00002475008],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004275603,0.9972141,0.0001750529,0.0006711372,0.0001708048,0.0001827799,0.00009763717,0.000007288606,0.001053569],"genre_scores_gemma":[0.003906819,0.9948651,0.0004420642,0.0004179578,0.00003902525,0.000147309,0.00005041292,0.0000026784,0.0001286245],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006513523,"threshold_uncertainty_score":0.01955009,"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."}}