{"id":"W3159716563","doi":"10.1136/ebmental-2021-300254","title":"WHO mental health gap action programme (mhGAP) intervention guide: updated systematic review on evidence and impact","year":2021,"lang":"en","type":"review","venue":"Evidence-Based Mental Health","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":222,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"National Institute of Mental Health; Medical Research Council; Institute of Psychiatry, Psychology and Neuroscience, King’s College London; National Institutes of Health; King's College London; Government of the United Kingdom; Department of Health and Social Care; Health Services and Delivery Research Programme; National Institute for Health and Care Research; World Health Organization","keywords":"Mental health; PsycINFO; Medicine; Psychological intervention; Systematic review; MEDLINE; Psychology; Psychiatry; Political science","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":[],"consensus_categories":[],"category_scores_codex":[0.02695203,0.002035479,0.01121138,0.01603301,0.0008453453,0.003973424,0.003756868,0.003131503,0.01245417],"category_scores_gemma":[0.08185791,0.001507881,0.01209938,0.01343174,0.001179088,0.005771194,0.003811989,0.002856208,0.001004392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006697846,"about_ca_system_score_gemma":0.03139861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01604873,"about_ca_topic_score_gemma":0.03717048,"domain_scores_codex":[0.9873322,0.004163258,0.004334864,0.0007827324,0.002872158,0.0005147398],"domain_scores_gemma":[0.9585989,0.02387634,0.01018579,0.0007540013,0.005943524,0.0006414667],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002323362,0.00002222841,0.0005149601,0.928069,0.004422951,0.00004679333,0.0001765588,0.00008577431,0.00007817896,0.0003016798,0.006669995,0.05937951],"study_design_scores_gemma":[0.0003233058,0.00009388334,0.002104976,0.9532417,0.02621658,0.0001000011,0.0001587525,0.00005434712,0.00008005876,0.0003843663,0.01721366,0.00002825068],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0007663699,0.9924505,0.0003638211,0.002574831,0.0004370281,0.001104262,0.001649018,0.00003790867,0.0006163119],"genre_scores_gemma":[0.009096808,0.9806222,0.002499272,0.002917439,0.0002288571,0.00310787,0.00111843,0.00002434291,0.0003847434],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02695203,"threshold_uncertainty_score":0.1425377,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3151218520750447,"score_gpt":0.5579237598203491,"score_spread":0.2428019077453044,"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."}}