Prediction of mosquito species and population age structure using mid-infrared spectroscopy and supervised machine learning MG Jiménez, SA Babayan, P Khazaeli, M Doyle, F Walton, E Reedy, ... Wellcome open research 4, 2019 | 66 | 2019 |
Detection of malaria parasites in dried human blood spots using mid-infrared spectroscopy and logistic regression analysis EP Mwanga, EG Minja, E Mrimi, MG Jiménez, JK Swai, S Abbasi, ... Malaria journal 18, 1-13, 2019 | 54 | 2019 |
Crowdsourcing vector surveillance: using community knowledge and experiences to predict densities and distribution of outdoor-biting mosquitoes in rural Tanzania SP Mwangungulu, RD Sumaye, AJ Limwagu, DJ Siria, EW Kaindoa, ... Plos one 11 (6), e0156388, 2016 | 48 | 2016 |
Using mid-infrared spectroscopy and supervised machine-learning to identify vertebrate blood meals in the malaria vector, Anopheles arabiensis EP Mwanga, SA Mapua, DJ Siria, HS Ngowo, F Nangacha, J Mgando, ... Malaria Journal 18, 1-9, 2019 | 45 | 2019 |
Rapid age-grading and species identification of natural mosquitoes for malaria surveillance DJ Siria, R Sanou, J Mitton, EP Mwanga, A Niang, I Sare, PCD Johnson, ... Nature Communications 13 (1), 1501, 2022 | 37 | 2022 |
Evaluation of a simple polytetrafluoroethylene (PTFE)-based membrane for blood-feeding of malaria and dengue fever vectors in the laboratory DJ Siria, EPA Batista, MA Opiyo, EF Melo, RD Sumaye, HS Ngowo, ... Parasites & vectors 11, 1-10, 2018 | 36 | 2018 |
Field evaluation of the BG-Malaria trap for monitoring malaria vectors in rural Tanzanian villages EPA Batista, H Ngowo, M Opiyo, GK Shubis, FC Meza, DJ Siria, AE Eiras, ... PloS one 13 (10), e0205358, 2018 | 25 | 2018 |
The effect of light and ventilation on house entry by Anopheles arabiensis sampled using light traps in Tanzania: an experimental hut study AS Mmbando, J Bradley, D Kazimbaya, R Kasubiri, J Knudsen, D Siria, ... Malaria Journal 21 (1), 36, 2022 | 8 | 2022 |
Using transfer learning and dimensionality reduction techniques to improve generalisability of machine-learning predictions of mosquito ages from mid-infrared spectra EP Mwanga, DJ Siria, J Mitton, IH Mshani, M González-Jiménez, ... BMC bioinformatics 24 (1), 11, 2023 | 7 | 2023 |
Prediction of malaria mosquito species and population age structure using mid-infrared spectroscopy and supervised machine learning M González-Jiménez, SA Babayan, P Khazaeli, M Doyle, F Walton, ... bioRxiv, 414342, 2018 | 6 | 2018 |
Key considerations, target product profiles, and research gaps in the application of infrared spectroscopy and artificial intelligence for malaria surveillance and diagnosis IH Mshani, DJ Siria, EP Mwanga, BBD Sow, R Sanou, M Opiyo, ... Malaria Journal 22 (1), 346, 2023 | 3 | 2023 |
Effects of sample preservation methods and duration of storage on the performance of mid-infrared spectroscopy for predicting the age of malaria vectors JN Mgaya, DJ Siria, FE Makala, JP Mgando, JM Vianney, EP Mwanga, ... Parasites & Vectors 15 (1), 281, 2022 | 1 | 2022 |
Rapid ageing and species identification of natural mosquitoes for malaria surveillance DJ Siria, R Sanou, J Mitton, E Mwanga, A Niang, P Johnson, G Foster, ... AMERICAN JOURNAL OF TROPICAL MEDICINE AND HYGIENE 105 (5), 239-239, 2021 | 1 | 2021 |
Rapid assessment of the blood-feeding histories of wild-caught malaria mosquitoes using mid-infrared spectroscopy and machine learning EP Mwanga, IS Mchola, FE Makala, IH Mshani, DJ Siria, SH Mwinyi, ... Malaria Journal 23 (1), 86, 2024 | | 2024 |
Using AI-Powered Mid-Infrared Spectroscopy for Malaria Screening Under Varying Parasite Densities and Anaemic Conditions I Mshani, F Jackson, R Mwanga, P Kweyamba, E Mwanga, M Tambwe, ... | | 2024 |
Rapid classification of epidemiologically relevant age categories of the malaria vector, Anopheles funestus EP Mwanga, DJ Siria, IH Mshani, SH Mwinyi, S Abbasi, MG Jimenez, ... Parasites & Vectors 17 (1), 143, 2024 | | 2024 |
USING TRANSFER LEARNING COUPLED WITH DIMENSIONALITY REDUCTION TO IMPROVE GENERALISABILITY OF MACHINE LEARNING PREDICTIONS OF MOSQUITO AGES FROM MID INFRARED SPECTRA EP Mwanga, J Mitton, DJ Siria, F Baldini, FO Okumu, SA Babayan AMERICAN JOURNAL OF TROPICAL MEDICINE AND HYGIENE 105 (5), 101-101, 2021 | | 2021 |
learning [version 1; peer review: 1 approved with reservations MG Jiménez, SA Babayan, P Khazaeli, M Doyle, F Walton, E Reedy, ... | | 2019 |
IDENTIFICATION OF MOSQUITO BLOOD SOURCE USING MID-INFRARED SPECTROSCOPY E Mwanga, D Siria, S Mapua, H Ngowo, F Okumu AMERICAN JOURNAL OF TROPICAL MEDICINE AND HYGIENE 99 (4), 51-51, 2018 | | 2018 |
EVALUATION OF A NOVEL POLYTETRAFLUOROETHYLENE (PTFE)-BASED MEMBRANE FOR BLOOD-FEEDING MALARIA AND DENGUE FEVER VECTORS DJ Siria, M Opiyo, R Sumaye, FO Okumu 65th Annual Meeting of the American-Society-of-Tropical-Medicine-and-Hygiene …, 2017 | | 2017 |