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Doreen Siria
Doreen Siria
Research Scientist (Junior Medical Entomologist) at Ifakara Health Institute
E-mail confirmado em ihi.or.tz
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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
652019
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
542019
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
482016
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
442019
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
362022
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
362018
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
252018
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
82022
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
72023
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
62018
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
32023
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
12022
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
12021
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
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