{"id":"W4377972299","doi":"10.1017/gmh.2023.19.pr7","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 — R0/PR7","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; Medical education; Intervention (counseling); Medicine; Psychology; Narrative; 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":[0.009187376,0.0007773719,0.001398589,0.003844663,0.001084673,0.002964965,0.001594384,0.002630723,0.005482722],"category_scores_gemma":[0.03000918,0.0004228933,0.001812087,0.003794641,0.001003277,0.00355541,0.001817141,0.001820039,0.0008012486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002983434,"about_ca_system_score_gemma":0.01376666,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004539656,"about_ca_topic_score_gemma":0.01639017,"domain_scores_codex":[0.9926749,0.004018866,0.001638355,0.0003536351,0.001069433,0.0002448804],"domain_scores_gemma":[0.9885464,0.008183402,0.001783973,0.0001534928,0.001146594,0.0001862204],"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":[0.0001378829,0.00007791242,0.0009207213,0.4519843,0.0007200314,0.0009298311,0.008097546,0.0003648613,0.0004853915,0.01699443,0.05124349,0.4680436],"study_design_scores_gemma":[0.00006882082,0.0000981039,0.001266081,0.6243916,0.00107314,0.0009187805,0.004848002,0.00007783872,0.0002884988,0.001499412,0.3654395,0.00003018917],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001704255,0.9784828,0.0008059936,0.01097728,0.0009857262,0.001004656,0.0002553531,0.00001501744,0.005768918],"genre_scores_gemma":[0.02626435,0.9585334,0.003703159,0.008106006,0.0002935518,0.001307212,0.0001908261,0.00001398727,0.00158752],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.009187376,"threshold_uncertainty_score":0.04858804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.22544434033973,"score_gpt":0.5330281164363688,"score_spread":0.3075837760966388,"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."}}