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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. Among authors: siria dj. Malar J. 2023 Nov 10;22(1):346. doi: 10.1186/s12936-023-04780-3. Malar J. 2023. PMID: 37950315 Free PMC article. Review.
Rapid age-grading and species identification of natural mosquitoes for malaria surveillance.
Siria DJ, Sanou R, Mitton J, Mwanga EP, Niang A, Sare I, Johnson PCD, Foster GM, Belem AMG, Wynne K, Murray-Smith R, Ferguson HM, González-Jiménez M, Babayan SA, Diabaté A, Okumu FO, Baldini F. Siria DJ, et al. Nat Commun. 2022 Mar 21;13(1):1501. doi: 10.1038/s41467-022-28980-8. Nat Commun. 2022. PMID: 35314683 Free PMC article.
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: siria dj. BMC Bioinformatics. 2023 Jan 9;24(1):11. doi: 10.1186/s12859-022-05128-5. BMC Bioinformatics. 2023. PMID: 36624386 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: siria dj. Malar J. 2024 Mar 26;23(1):86. doi: 10.1186/s12936-024-04915-0. Malar J. 2024. PMID: 38532415 Free PMC article.
Prediction of mosquito species and population age structure using mid-infrared spectroscopy and supervised machine learning.
González Jiménez M, Babayan SA, Khazaeli P, Doyle M, Walton F, Reedy E, Glew T, Viana M, Ranford-Cartwright L, Niang A, Siria DJ, Okumu FO, Diabaté A, Ferguson HM, Baldini F, Wynne K. González Jiménez M, et al. Among authors: siria dj. Wellcome Open Res. 2019 Sep 16;4:76. doi: 10.12688/wellcomeopenres.15201.3. eCollection 2019. Wellcome Open Res. 2019. PMID: 31544155 Free PMC article.
Detection of malaria parasites in dried human blood spots using mid-infrared spectroscopy and logistic regression analysis.
Mwanga EP, Minja EG, Mrimi E, Jiménez MG, Swai JK, Abbasi S, Ngowo HS, Siria DJ, Mapua S, Stica C, Maia MF, Olotu A, Sikulu-Lord MT, Baldini F, Ferguson HM, Wynne K, Selvaraj P, Babayan SA, Okumu FO. Mwanga EP, et al. Among authors: siria dj. Malar J. 2019 Oct 7;18(1):341. doi: 10.1186/s12936-019-2982-9. Malar J. 2019. PMID: 31590669 Free PMC article.
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