{"id":"W2909854291","doi":"10.1017/s1754470x18000247","title":"An evidence-based framework to culturally adapt cognitive behaviour therapy","year":2019,"lang":"en","type":"article","venue":"The Cognitive Behaviour Therapist","topic":"Child and Adolescent Psychosocial and Emotional Development","field":"Psychology","cited_by":79,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Centre for Addiction and Mental Health","funders":"","keywords":"Psychology; Adaptation (eye); Psychological intervention; Cognition; Psychotherapist; Cultural diversity; Cognitive therapy; Culturally appropriate; Cultural influence; Sociology; Medicine; Psychiatry; Social science; Gerontology; Anthropology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005774811,0.0004962027,0.0003880165,0.0001172934,0.0004738715,0.0001809843,0.0006076455,0.0002330137,0.006430944],"category_scores_gemma":[0.00004907382,0.000338003,0.0002728069,0.0004486286,0.0001991744,0.0002291707,0.00004718227,0.0006310137,0.002995467],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007845052,"about_ca_system_score_gemma":0.0001244791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001631456,"about_ca_topic_score_gemma":0.0000274538,"domain_scores_codex":[0.9968939,0.0005667168,0.0004208734,0.000867202,0.0005941897,0.0006571527],"domain_scores_gemma":[0.9980208,0.0005543887,0.0001841826,0.0004220808,0.0005206812,0.0002978489],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008884829,0.005342843,0.8172289,0.00002961281,0.0006213023,0.00008687127,0.02592481,0.000007216618,0.003188908,0.004520219,0.003097009,0.1310675],"study_design_scores_gemma":[0.002080614,0.001019742,0.9865066,0.001656073,0.00008422916,0.00001135615,0.005851132,0.000002128489,0.0008073289,0.0006855617,0.0006562339,0.0006390341],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9862252,0.001381545,0.001210181,0.004937328,0.001661504,0.002117587,0.0002127528,0.0001745988,0.002079238],"genre_scores_gemma":[0.9802808,0.0001382619,0.0001124358,0.0153414,0.0005700054,0.000234458,0.0001259076,0.00007299166,0.00312369],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1692777,"threshold_uncertainty_score":0.9999072,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0583524002747997,"score_gpt":0.3530398675893389,"score_spread":0.2946874673145392,"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."}}