{"id":"W4411923106","doi":"10.1186/s13033-025-00671-z","title":"Characterizing modifications to the mental health gap action programme (mhGAP) intervention guide during implementation in low- and middle-income countries using the framework for reporting adaptations and modifications to evidence-based interventions: a systematic review of reviews","year":2025,"lang":"en","type":"review","venue":"International Journal of Mental Health Systems","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hôpital Charles-Le Moyne; Université TÉLUQ","funders":"National Institute of Mental Health","keywords":"Psychological intervention; CINAHL; Mental health; Global mental health; Medicine; Implementation research; Health administration; Stakeholder; Stakeholder engagement; Nursing; Public health; Psychiatry; Political science; Public relations","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1184266,0.002827652,0.01044913,0.01457667,0.001503716,0.00670918,0.004824684,0.003569512,0.003104646],"category_scores_gemma":[0.3361906,0.002298401,0.01459497,0.01435878,0.001945747,0.008239939,0.004947672,0.003668453,0.0004689473],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01097139,"about_ca_system_score_gemma":0.04717504,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01052517,"about_ca_topic_score_gemma":0.02318117,"domain_scores_codex":[0.8604642,0.06683812,0.04699698,0.005216256,0.01876481,0.001719712],"domain_scores_gemma":[0.7952021,0.1321148,0.04197672,0.00615973,0.02336155,0.001185077],"domain_codex":null,"domain_gemma":"reporting","domain_candidate":"reporting","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002332373,0.00005761814,0.001057493,0.8667857,0.005908456,0.00007202508,0.001564954,0.0003484846,0.0002264429,0.0008180165,0.002455138,0.1204724],"study_design_scores_gemma":[0.000326706,0.0002479681,0.002554283,0.9526159,0.02074733,0.0001064657,0.001159879,0.0002378504,0.0005204457,0.0006994279,0.02071136,0.00007243096],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.005175186,0.954989,0.005832435,0.003610114,0.001087725,0.02500668,0.001968344,0.0001536826,0.002176926],"genre_scores_gemma":[0.06387445,0.8351097,0.04786097,0.003607112,0.0002718709,0.04685059,0.001785073,0.00006630465,0.0005739073],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8815734,"threshold_uncertainty_score":0.6263072,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3909954577567637,"score_gpt":0.5795750103219336,"score_spread":0.1885795525651699,"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."}}