{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00570472,0.0005641591,0.0008270087,0.0003645247,0.00106153,0.0006177324,0.0005914738,0.0008437776,0.004375256],"category_scores_gemma":[0.007021978,0.0005857607,0.001115331,0.000268564,0.0008256284,0.0007635524,0.0006815445,0.0011047,0.0003163799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000880308,"about_ca_system_score_gemma":0.002126425,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003341482,"about_ca_topic_score_gemma":0.006337675,"domain_scores_codex":[0.9973632,0.001572086,0.0002573171,0.0001852419,0.0003408703,0.0002813161],"domain_scores_gemma":[0.9972184,0.001471544,0.0003655961,0.0001556737,0.0003658478,0.0004229716],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.0774995,0.2819258,0.09593256,0.00614936,0.0007971789,0.002051696,0.05352734,0.001353175,0.02518561,0.0004569475,0.003155621,0.4519653],"study_design_scores_gemma":[0.07011423,0.59448,0.2960097,0.001022279,0.0009126944,0.000800862,0.02203589,0.00205466,0.005783069,0.0003072831,0.006256768,0.0002225358],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961156,0.00005216999,0.0002057453,0.000102894,0.00002358093,0.002993622,0.00007084375,0.000006231239,0.0004292848],"genre_scores_gemma":[0.988974,0.0003730046,0.003623513,0.0003527844,0.00005199606,0.00577753,0.0001471149,0.000006260707,0.0006937957],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00570472,"threshold_uncertainty_score":0.03016979,"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."}}