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Reagent-free detection of Plasmodium falciparum malaria infections in field-collected mosquitoes using mid-infrared spectroscopy and machine learning.

Autor: Mwanga EP; Environmental Health and Ecological Sciences Department, Ifakara Health Institute, Morogoro, Tanzania. emwanga@ihi.or.tz.; School of Biodiversity, One Health and Veterinary Medicine, University of Glasgow, Glasgow, G12 8QQ, UK. emwanga@ihi.or.tz., Kweyamba PA; Environmental Health and Ecological Sciences Department, Ifakara Health Institute, Morogoro, Tanzania.; Swiss Tropical and Public Health Institute, Kreuzstrasse 2, 4123, Allschwil, Switzerland.; University of Basel, Petersplatz 1, 4001, Basel, Switzerland., Siria DJ; Environmental Health and Ecological Sciences Department, Ifakara Health Institute, Morogoro, Tanzania.; School of Biodiversity, One Health and Veterinary Medicine, University of Glasgow, Glasgow, G12 8QQ, UK., Mshani IH; Environmental Health and Ecological Sciences Department, Ifakara Health Institute, Morogoro, Tanzania.; School of Biodiversity, One Health and Veterinary Medicine, University of Glasgow, Glasgow, G12 8QQ, UK., Mchola IS; Environmental Health and Ecological Sciences Department, Ifakara Health Institute, Morogoro, Tanzania., Makala FE; Environmental Health and Ecological Sciences Department, Ifakara Health Institute, Morogoro, Tanzania., Seleman G; Environmental Health and Ecological Sciences Department, Ifakara Health Institute, Morogoro, Tanzania., Abbasi S; Environmental Health and Ecological Sciences Department, Ifakara Health Institute, Morogoro, Tanzania., Mwinyi SH; Environmental Health and Ecological Sciences Department, Ifakara Health Institute, Morogoro, Tanzania., González-Jiménez M; School of Chemistry, The University of Glasgow, Glasgow, G12 8QQ, UK., Waynne K; School of Chemistry, The University of Glasgow, Glasgow, G12 8QQ, UK., Baldini F; Environmental Health and Ecological Sciences Department, Ifakara Health Institute, Morogoro, Tanzania.; School of Biodiversity, One Health and Veterinary Medicine, University of Glasgow, Glasgow, G12 8QQ, UK., Babayan SA; School of Biodiversity, One Health and Veterinary Medicine, University of Glasgow, Glasgow, G12 8QQ, UK., Okumu FO; Environmental Health and Ecological Sciences Department, Ifakara Health Institute, Morogoro, Tanzania. fredros@ihi.or.tz.; School of Biodiversity, One Health and Veterinary Medicine, University of Glasgow, Glasgow, G12 8QQ, UK. fredros@ihi.or.tz.; School of Public Health, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa. fredros@ihi.or.tz.; School of Life Science and Bioengineering, The Nelson Mandela African Institution of Science and Technology, P. O. Box 447, Arusha, Tanzania. fredros@ihi.or.tz.

Publikováno v: Scientific reports [Sci Rep] 2024 May 27; Vol. 14 (1), pp. 12100. Date of Electronic Publication: 2024 May 27.