{"id":"W4416387404","doi":"10.1017/s1352465825101173","title":"Feasibility and acceptability of a culturally adapted CBT-based ‘animated shorts video series’ for depression and anxiety in people with no or low educational literacy: a pilot study from a low-income country","year":2025,"lang":"en","type":"article","venue":"Behavioural and Cognitive Psychotherapy","topic":"Child Development and Digital Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Centre for Addiction and Mental Health","funders":"","keywords":"Anxiety; Depression (economics); Mental health literacy; Literacy; Cultural diversity; Culturally appropriate","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":[],"consensus_categories":[],"category_scores_codex":[0.0001986822,0.0001657742,0.0002809232,0.0000761047,0.0001905138,0.00009383265,0.00007934434,0.00007166826,0.0001129241],"category_scores_gemma":[0.00006726889,0.0001181239,0.00001898513,0.0003520891,0.0002930172,0.0003110597,0.00001689935,0.0000894703,1.462736e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003827293,"about_ca_system_score_gemma":0.0002282357,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001892103,"about_ca_topic_score_gemma":0.03395625,"domain_scores_codex":[0.99887,0.00008512344,0.0002598486,0.000453985,0.0001553966,0.0001756108],"domain_scores_gemma":[0.9992337,0.0002413734,0.00009197089,0.00008140506,0.0002892121,0.00006234746],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007743793,0.001179887,0.9740933,0.00002594836,0.00002673018,6.846419e-7,0.004401457,2.084446e-8,0.0001566102,0.00006494936,0.000007058638,0.01229961],"study_design_scores_gemma":[0.00433534,0.0007115135,0.990289,0.0001702045,0.00002840372,7.898785e-7,0.002822825,0.000012915,0.0000888328,0.001348313,0.00002992324,0.0001619436],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971303,0.0002763146,0.00006553285,0.0003647379,0.00004442312,0.001739152,0.0001992146,0.00003582127,0.0001444736],"genre_scores_gemma":[0.9988048,0.0001468096,0.0005265708,0.0001418207,0.00001002557,0.0002223574,0.00005506174,0.000006872147,0.00008568702],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03206414,"threshold_uncertainty_score":0.9836715,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02172613895878847,"score_gpt":0.3316767045877167,"score_spread":0.3099505656289283,"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."}}