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Page 1
Reagent-free detection of Plasmodium falciparum malaria infections in field-collected mosquitoes using mid-infrared spectroscopy and machine learning.
Mwanga EP, Kweyamba PA, Siria DJ, Mshani IH, Mchola IS, Makala FE, Seleman G, Abbasi S, Mwinyi SH, González-Jiménez M, Waynne K, Baldini F, Babayan SA, Okumu FO. Mwanga EP, et al. Among authors: mshani ih. Sci Rep. 2024 May 27;14(1):12100. doi: 10.1038/s41598-024-63082-z. Sci Rep. 2024. PMID: 38802488 Free PMC article.
Rapid assessment of the blood-feeding histories of wild-caught malaria mosquitoes using mid-infrared spectroscopy and machine learning.
Mwanga EP, Mchola IS, Makala FE, Mshani IH, Siria DJ, Mwinyi SH, Abbasi S, Seleman G, Mgaya JN, Jiménez MG, Wynne K, Sikulu-Lord MT, Selvaraj P, Okumu FO, Baldini F, Babayan SA. Mwanga EP, et al. Among authors: mshani ih. Malar J. 2024 Mar 26;23(1):86. doi: 10.1186/s12936-024-04915-0. Malar J. 2024. PMID: 38532415 Free PMC article.
Key considerations, target product profiles, and research gaps in the application of infrared spectroscopy and artificial intelligence for malaria surveillance and diagnosis.
Mshani IH, Siria DJ, Mwanga EP, Sow BB, Sanou R, Opiyo M, Sikulu-Lord MT, Ferguson HM, Diabate A, Wynne K, González-Jiménez M, Baldini F, Babayan SA, Okumu F. Mshani IH, et al. Malar J. 2023 Nov 10;22(1):346. doi: 10.1186/s12936-023-04780-3. Malar J. 2023. PMID: 37950315 Free PMC article. Review.
Using transfer learning and dimensionality reduction techniques to improve generalisability of machine-learning predictions of mosquito ages from mid-infrared spectra.
Mwanga EP, Siria DJ, Mitton J, Mshani IH, González-Jiménez M, Selvaraj P, Wynne K, Baldini F, Okumu FO, Babayan SA. Mwanga EP, et al. Among authors: mshani ih. BMC Bioinformatics. 2023 Jan 9;24(1):11. doi: 10.1186/s12859-022-05128-5. BMC Bioinformatics. 2023. PMID: 36624386 Free PMC article.
Wild populations of malaria vectors can mate both inside and outside human dwellings.
Nambunga IH, Msugupakulya BJ, Hape EE, Mshani IH, Kahamba NF, Mkandawile G, Mabula DM, Njalambaha RM, Kaindoa EW, Muyaga LL, Hermy MRG, Tripet F, Ferguson HM, Ngowo HS, Okumu FO. Nambunga IH, et al. Among authors: mshani ih. Parasit Vectors. 2021 Oct 7;14(1):514. doi: 10.1186/s13071-021-04989-8. Parasit Vectors. 2021. PMID: 34620227 Free PMC article.