Key considerations, target product profiles, and research gaps in the application of infrared spectroscopy and artificial intelligence for malaria surveillance and …

IH Mshani, DJ Siria, EP Mwanga, BBD Sow, R Sanou… - Malaria Journal, 2023 - Springer
Studies on the applications of infrared (IR) spectroscopy and machine learning (ML) in
public health have increased greatly in recent years. These technologies show enormous …

Using transfer learning and dimensionality reduction techniques to improve generalisability of machine-learning predictions of mosquito ages from mid-infrared …

EP Mwanga, DJ Siria, J Mitton, IH Mshani… - BMC …, 2023 - Springer
Background Old mosquitoes are more likely to transmit malaria than young ones. Therefore,
accurate prediction of mosquito population age can drastically improve the evaluation of …

Towards a portable mid-infrared tool for analysis of mosquito vectors of malaria

M Pazmino Betancourth - 2023 - theses.gla.ac.uk
Mid-infrared spectroscopy (MIRS) has emerged as a potential tool to predict species, age
and infection in the Anopheles malaria mosquitoes as well as in other disease vectors. The …