{"id":"W4378231610","doi":"10.1017/gmh.2023.19.pr16","title":"Decision: 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 — R2/PR16","year":2023,"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); Psychology; Medicine; Narrative; 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":[0.009558911,0.0007399642,0.001336741,0.003721511,0.001066764,0.002886671,0.001585231,0.002536654,0.00583063],"category_scores_gemma":[0.02994014,0.0004164881,0.001793842,0.003662748,0.0009718173,0.003479828,0.001814085,0.00176297,0.0008315535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003030807,"about_ca_system_score_gemma":0.01395871,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004707973,"about_ca_topic_score_gemma":0.01685126,"domain_scores_codex":[0.9926019,0.004079574,0.00165236,0.0003462826,0.001069981,0.0002498527],"domain_scores_gemma":[0.9887034,0.0080313,0.00175928,0.0001562664,0.001163215,0.0001864801],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.000144948,0.00007757376,0.0009566587,0.4421739,0.0006979762,0.0009141648,0.008347603,0.0003585432,0.0004987925,0.01727913,0.05372898,0.4748217],"study_design_scores_gemma":[0.00007256108,0.0001000735,0.001343264,0.6184052,0.001011274,0.0008812864,0.005086849,0.00007721678,0.000297667,0.001449399,0.3712452,0.00003015613],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001981206,0.9754413,0.0008712015,0.01237765,0.001041028,0.001161805,0.0003028693,0.00001688425,0.00680609],"genre_scores_gemma":[0.03086676,0.952247,0.004097874,0.008908384,0.0003109193,0.001501674,0.0002175437,0.00001620095,0.001833542],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.009558911,"threshold_uncertainty_score":0.05055296,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2549473269192236,"score_gpt":0.5480727549995144,"score_spread":0.2931254280802907,"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."}}