{"id":"W2005114266","doi":"10.1177/0020764012452349","title":"Adaptation and translation of mental health interventions in Middle Eastern Arab countries: A systematic review of barriers to and strategies for effective treatment implementation","year":2012,"lang":"en","type":"review","venue":"International Journal of Social Psychiatry","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":171,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Centre for Addiction and Mental Health","funders":"","keywords":"Psychosocial; Psychological intervention; Mental health; Context (archaeology); Adaptation (eye); Intervention (counseling); Medicine; Middle East; Psychology; Political science; Psychotherapist; Nursing; Geography","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":[0.0314462,0.001395984,0.005329477,0.007342969,0.001193952,0.002847209,0.0019427,0.001445842,0.002073057],"category_scores_gemma":[0.09016874,0.001019814,0.004432744,0.008063837,0.001044599,0.003073441,0.002232736,0.001430959,0.0002227496],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004163118,"about_ca_system_score_gemma":0.0253655,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009499935,"about_ca_topic_score_gemma":0.02719309,"domain_scores_codex":[0.9817439,0.01022281,0.00458421,0.0006834425,0.002437526,0.0003281445],"domain_scores_gemma":[0.934697,0.05178369,0.006407707,0.001263777,0.005350312,0.0004975856],"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":[0.0001898914,0.00008914244,0.00123382,0.6927831,0.004222712,0.0001263641,0.001419058,0.0002352228,0.0002088987,0.0006364647,0.002038794,0.2968166],"study_design_scores_gemma":[0.0003387071,0.0003797982,0.00619086,0.9283246,0.02640576,0.000322587,0.002148706,0.0002831766,0.0005819756,0.0006222916,0.03435292,0.00004872245],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001790977,0.9960514,0.0004448321,0.0005136999,0.0001073723,0.0006015717,0.00008770251,0.00001130904,0.0003912113],"genre_scores_gemma":[0.01805567,0.9779496,0.002500017,0.0003432995,0.00002968338,0.0009268275,0.0001034554,0.000005936908,0.00008552177],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0314462,"threshold_uncertainty_score":0.1663054,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1168763819358136,"score_gpt":0.4954326020510911,"score_spread":0.3785562201152775,"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."}}