{"id":"W4415605128","doi":"10.1192/bji.2025.10067","title":"Revolutionising mental health in Africa: bridging gaps and breaking down barriers","year":2025,"lang":"en","type":"article","venue":"BJPsych International","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Sainte-Anne","funders":"","keywords":"Mental health; Mental health literacy; Bridging (networking); Economic shortage; Mental healthcare; Population; Health care; Population ageing; Primary care","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":[0.0002925474,0.0001079522,0.0001348415,0.0002715775,0.0002411288,0.00005217135,0.0001382645,0.0000454799,0.0006279651],"category_scores_gemma":[0.00001329069,0.000112472,0.00002949899,0.0001811282,0.00004546692,0.000129204,0.00005608613,0.000125954,0.0000261017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003635943,"about_ca_system_score_gemma":0.00005647786,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007605438,"about_ca_topic_score_gemma":0.0001971458,"domain_scores_codex":[0.9988996,0.00006702683,0.0003131008,0.0003020343,0.0001287509,0.0002894738],"domain_scores_gemma":[0.9996613,0.00003627125,0.00009200336,0.0001074911,0.00001858816,0.00008436886],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004534229,0.0004040956,0.3427138,0.00009361809,0.0002198121,0.00002531051,0.00624282,0.000007311522,0.0001139003,0.1474712,0.1116409,0.3906139],"study_design_scores_gemma":[0.006917423,0.000129713,0.725935,0.00121432,0.00001334498,0.00008780212,0.002832648,0.001427196,0.00005410092,0.007177773,0.2538099,0.0004007757],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6765589,0.007458626,0.001128455,0.06473548,0.008539569,0.001083988,0.0001253433,0.0001160699,0.2402536],"genre_scores_gemma":[0.9931677,0.0000987596,0.0004356817,0.001493043,0.000108638,0.00004698183,0.00005316726,0.000007962601,0.004588061],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3902131,"threshold_uncertainty_score":0.6875778,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02314545818980872,"score_gpt":0.3838225607828045,"score_spread":0.3606771025929958,"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."}}