{"id":"W4294992527","doi":"10.1186/s12916-022-02486-y","title":"The prevalence of onchocerciasis in Africa and Yemen, 2000–2018: a geospatial analysis","year":2022,"lang":"en","type":"article","venue":"BMC Medicine","topic":"Parasitic Diseases Research and Treatment","field":"Medicine","cited_by":94,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Center for International Health; George Institute for Global Health; Hubei University; Applied Molecular Biosciences Unit; Universiti Sultan Zainal Abidin; Imam Abdulrahman Bin Faisal University; Kwame Nkrumah University of Science and Technology; National Center of Neurology and Psychiatry; University of Zanjan; Zanjan University of Medical Sciences; European Society for Clinical Nutrition and Metabolism; Universitatea de Medicină şi Farmacie \"Carol Davila\" Bucureşti; Wuhan University; University of Tabriz; Universidade do Porto; Erasmus Universitair Medisch Centrum Rotterdam; Università di Bologna; Maurice Wilkins Centre for Molecular Biodiscovery; Wuhan University of Science and Technology; Institute for Health Metrics and Evaluation; Technische Universität Berlin; Uniwersytet Łódzki; Bahir Dar University; Jimma University; Universitatea din București; Shanghai Jiao Tong University; Shahrekord University; School of Medicine, University of Alabama at Birmingham; Mazandaran University of Medical Sciences; Babol University of Medical Sciences; University of Waterloo; Tehran University of Medical Sciences and Health Services; King Abdullah University of Science and Technology; University of Calcutta; University of Oxford; McMaster University; Ahmadu Bello University; Hubei University of Medicine; Universiteit Stellenbosch; Public Health England; Cardiff University; Ain Shams University; University of Leicester; University of South Australia; Trường Đại học Nguyễn Tất Thành; Shahrekord University of Medical Sciences; Kermanshah University of Medical Sciences; Division of Mathematical Sciences; Wellcome Trust; Trường Đại học Duy Tân; Fundação para a Ciência e a Tecnologia; Bill and Melinda Gates Foundation; University of Washington; Università degli Studi di Milano; Iran University of Medical Sciences; University College London; University of Toronto; Imperial College London; University Of Nigeria Nsukka; University of Ottawa; Case Western Reserve University; Kasturba Medical College, Manipal; Harvard University; Università degli Studi di Genova; Tabriz University of Medical Sciences; Arak University of Medical Sciences; U.S. Department of Veterans Affairs","keywords":"Onchocerciasis; Ivermectin; Mass drug administration; Sierra leone; Medicine; Onchocerca volvulus; Transmission (telecommunications); Environmental health; Neglected tropical diseases; Epidemiology; Demography; Geography; Socioeconomics; Veterinary medicine; Population; Public health; Immunology; Pathology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005906014,0.00009096153,0.0003033876,0.0002353461,0.0001106257,0.000003112444,0.000110129,0.00001469846,0.00125995],"category_scores_gemma":[0.0004476663,0.00005464677,0.00006912075,0.0007901556,0.000202438,0.00001806343,0.00008964749,0.0001163814,0.000003041712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001392414,"about_ca_system_score_gemma":0.0002593167,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005511945,"about_ca_topic_score_gemma":0.0002505356,"domain_scores_codex":[0.9984589,0.0001445394,0.0002720295,0.000215149,0.0006559965,0.0002534009],"domain_scores_gemma":[0.9989865,0.0003798526,0.00006914934,0.0003377829,0.00004448455,0.0001822606],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001194184,0.0004690702,0.9826609,0.0003168888,0.0006157918,0.0001263808,0.00146099,0.00004777922,0.0001218334,0.0001374805,0.00257693,0.01027176],"study_design_scores_gemma":[0.00277509,0.00107495,0.9886906,0.00005214812,0.00132029,0.00001105034,0.000810385,0.0017573,0.0000200438,0.0001062282,0.003328996,0.00005289148],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9752254,0.01668161,0.0001149526,0.001891555,0.00005387207,0.000617266,0.00007400062,0.0000138751,0.005327398],"genre_scores_gemma":[0.9949149,0.0008069925,0.00008621457,0.00006453595,0.00004493543,0.0001412746,0.00001533785,0.00000579306,0.003920005],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01968944,"threshold_uncertainty_score":0.999653,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03865324277280603,"score_gpt":0.33345539448644,"score_spread":0.2948021517136339,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). 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