{"id":"W4406346494","doi":"10.2147/ndt.s478180","title":"A Systematic Review of Knowledge, Attitude, and Perception Towards Electroconvulsive Therapy (ECT) in Africa","year":2025,"lang":"en","type":"review","venue":"Neuropsychiatric Disease and Treatment","topic":"Electroconvulsive Therapy Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; St. Joseph’s Healthcare Hamilton","funders":"","keywords":"Medicine; Electroconvulsive therapy; Perception; Psychiatry; Neuroscience; Cognition","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"],"consensus_categories":[],"category_scores_codex":[0.0001489691,0.0006633496,0.003708961,0.0005384067,0.00006356782,0.0000130892,0.00009389164,0.00009253775,0.00001570828],"category_scores_gemma":[0.0001099475,0.0004186069,0.0005405066,0.0008515296,0.00007011787,0.00003296852,0.00004417515,0.0001850971,0.000006672097],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002214301,"about_ca_system_score_gemma":0.0008020293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001244183,"about_ca_topic_score_gemma":0.000006705833,"domain_scores_codex":[0.9973838,0.0004863978,0.0009422589,0.0006609405,0.0002018447,0.0003247045],"domain_scores_gemma":[0.9985597,0.0002615517,0.0003877541,0.0004731887,0.0001222836,0.0001955495],"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":[0.0001140835,0.0008832581,0.00007768789,0.8093308,0.001142386,0.00005277458,0.0001283585,2.084954e-9,5.420151e-7,0.00003470139,0.0001080139,0.1881275],"study_design_scores_gemma":[0.003034486,0.003153729,0.001662006,0.9344493,0.02480524,0.0000853823,0.00002483313,0.000001006764,3.98961e-7,0.00003804589,0.03228508,0.0004605394],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001880602,0.9907865,7.713461e-7,0.0001647264,0.0000642006,0.007909659,0.00003943378,0.0000339168,0.0008127544],"genre_scores_gemma":[0.0002167318,0.9964761,0.0000214088,0.0001784639,0.00006596072,0.002064172,0.00005187,0.00004518657,0.0008801732],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1876669,"threshold_uncertainty_score":0.9998266,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02369049790213964,"score_gpt":0.3365046696757846,"score_spread":0.312814171773645,"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."}}