Rapid age-grading and species identification of natural mosquitoes for malaria surveillance
Siria, Doreen J., Sanou, Roger, Mitton, Joshua, Mwanga, Emmanuel P., Niang, Abdoulaye, Sare, Issiaka, Johnson, Paul C. D., Foster, Geraldine M., Belem, Adrien M. G., Wynne, Klaas, Murray-Smith, Roderick, Ferguson, Heather M., González-Jiménez, Mario, Babayan, Simon A., Diabaté, Abdoulaye, Okumu, Fredros O., Baldini, Francesco
Published in Nature communications (21.03.2022)
Published in Nature communications (21.03.2022)
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Journal Article
Using transfer learning and dimensionality reduction techniques to improve generalisability of machine-learning predictions of mosquito ages from mid-infrared spectra
Mwanga, Emmanuel P, Siria, Doreen J, Mitton, Joshua, Mshani, Issa H, González-Jiménez, Mario, Selvaraj, Prashanth, Wynne, Klaas, Baldini, Francesco, Okumu, Fredros O, Babayan, Simon A
Published in BMC bioinformatics (09.01.2023)
Published in BMC bioinformatics (09.01.2023)
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Journal Article
Reagent-free detection of Plasmodium falciparum malaria infections in field-collected mosquitoes using mid-infrared spectroscopy and machine learning
Mwanga, Emmanuel P., Kweyamba, Prisca A., Siria, Doreen J., Mshani, Issa H., Mchola, Idrisa S., Makala, Faraja E., Seleman, Godian, Abbasi, Said, Mwinyi, Sophia H., González-Jiménez, Mario, Waynne, Klaas, Baldini, Francesco, Babayan, Simon A., Okumu, Fredros O.
Published in Scientific reports (27.05.2024)
Published in Scientific reports (27.05.2024)
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Journal Article
Key considerations, target product profiles, and research gaps in the application of infrared spectroscopy and artificial intelligence for malaria surveillance and diagnosis
Mshani, Issa H, Siria, Doreen J, Mwanga, Emmanuel P, Sow, Bazoumana Bd, Sanou, Roger, Opiyo, Mercy, Sikulu-Lord, Maggy T, Ferguson, Heather M, Diabate, Abdoulaye, Wynne, Klaas, González-Jiménez, Mario, Baldini, Francesco, Babayan, Simon A, Okumu, Fredros
Published in Malaria journal (10.11.2023)
Published in Malaria journal (10.11.2023)
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Journal Article
Using mid-infrared spectroscopy and supervised machine-learning to identify vertebrate blood meals in the malaria vector, Anopheles arabiensis
Mwanga, Emmanuel P, Mapua, Salum A, Siria, Doreen J, Ngowo, Halfan S, Nangacha, Francis, Mgando, Joseph, Baldini, Francesco, González Jiménez, Mario, Ferguson, Heather M, Wynne, Klaas, Selvaraj, Prashanth, Babayan, Simon A, Okumu, Fredros O
Published in Malaria journal (30.05.2019)
Published in Malaria journal (30.05.2019)
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Journal Article
Screening of malaria infections in human blood samples with varying parasite densities and anaemic conditions using AI-Powered mid-infrared spectroscopy
Mshani, Issa H, Jackson, Frank M, Mwanga, Rehema Y, Kweyamba, Prisca A, Mwanga, Emmanuel P, Tambwe, Mgeni M, Hofer, Lorenz M, Siria, Doreen J, González-Jiménez, Mario, Wynne, Klaas, Moore, Sarah J, Okumu, Fredros, Babayan, Simon A, Baldini, Francesco
Published in Malaria journal (17.06.2024)
Published in Malaria journal (17.06.2024)
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Journal Article
Eave ribbons treated with transfluthrin can protect both users and non-users against malaria vectors
Mwanga, Emmanuel P, Mmbando, Arnold S, Mrosso, Paul C, Stica, Caleb, Mapua, Salum A, Finda, Marceline F, Kifungo, Khamis, Kafwenji, Andrew, Monroe, April C, Ogoma, Sheila B, Ngowo, Halfan S, Okumu, Fredros O
Published in Malaria journal (18.09.2019)
Published in Malaria journal (18.09.2019)
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Journal Article
Detection of malaria parasites in dried human blood spots using mid-infrared spectroscopy and logistic regression analysis
Mwanga, Emmanuel P, Minja, Elihaika G, Mrimi, Emmanuel, Jiménez, Mario González, Swai, Johnson K, Abbasi, Said, Ngowo, Halfan S, Siria, Doreen J, Mapua, Salum, Stica, Caleb, Maia, Marta F, Olotu, Ally, Sikulu-Lord, Maggy T, Baldini, Francesco, Ferguson, Heather M, Wynne, Klaas, Selvaraj, Prashanth, Babayan, Simon A, Okumu, Fredros O
Published in Malaria journal (07.10.2019)
Published in Malaria journal (07.10.2019)
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Journal Article
Evaluation of an ultraviolet LED trap for catching Anopheles and Culex mosquitoes in south-eastern Tanzania
Mwanga, Emmanuel P, Ngowo, Halfan S, Mapua, Salum A, Mmbando, Arnold S, Kaindoa, Emmanuel W, Kifungo, Khamis, Okumu, Fredros O
Published in Parasites & vectors (27.08.2019)
Published in Parasites & vectors (27.08.2019)
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Journal Article
Rapid classification of epidemiologically relevant age categories of the malaria vector, Anopheles funestus
Mwanga, Emmanuel P, Siria, Doreen J, Mshani, Issa H, Mwinyi, Sophia H, Abbasi, Said, Jimenez, Mario Gonzalez, Wynne, Klaas, Baldini, Francesco, Babayan, Simon A, Okumu, Fredros O
Published in Parasites & vectors (18.03.2024)
Published in Parasites & vectors (18.03.2024)
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Journal Article
Rapid assessment of the blood-feeding histories of wild-caught malaria mosquitoes using mid-infrared spectroscopy and machine learning
Mwanga, Emmanuel P, Mchola, Idrisa S, Makala, Faraja E, Mshani, Issa H, Siria, Doreen J, Mwinyi, Sophia H, Abbasi, Said, Seleman, Godian, Mgaya, Jacqueline N, Jiménez, Mario González, Wynne, Klaas, Sikulu-Lord, Maggy T, Selvaraj, Prashanth, Okumu, Fredros O, Baldini, Francesco, Babayan, Simon A
Published in Malaria journal (26.03.2024)
Published in Malaria journal (26.03.2024)
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Journal Article
Effects of sample preservation methods and duration of storage on the performance of mid-infrared spectroscopy for predicting the age of malaria vectors
Mgaya, Jacqueline N, Siria, Doreen J, Makala, Faraja E, Mgando, Joseph P, Vianney, John-Mary, Mwanga, Emmanuel P, Okumu, Fredros O
Published in Parasites & vectors (06.08.2022)
Published in Parasites & vectors (06.08.2022)
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Journal Article
Evaluation of a push-pull system consisting of transfluthrin-treated eave ribbons and odour-baited traps for control of indoor- and outdoor-biting malaria vectors
Mmbando, Arnold S, Batista, Elis P A, Kilalangongono, Masoud, Finda, Marceline F, Mwanga, Emmanuel P, Kaindoa, Emmanuel W, Kifungo, Khamis, Njalambaha, Rukiyah M, Ngowo, Halfan S, Eiras, Alvaro E, Okumu, Fredros O
Published in Malaria journal (20.03.2019)
Published in Malaria journal (20.03.2019)
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Journal Article
Using transfer learning and dimensionality reduction techniques to improve generalisability of machine-learning predictions of mosquito ages from mid-infrared spectra
Mwanga, Emmanuel P, Siria, Doreen J, Mitton, Joshua, Mshani, Issa H, Mario Gonzalez Jimenez, Selvaraj, Prashanth, Wynne, Klaas, Baldini, Francesco, Okumu, Fredros O, Babayan, Simon A
Published in bioRxiv (28.07.2022)
Published in bioRxiv (28.07.2022)
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