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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. 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.
Frustration of crystallisation by a liquid-crystal phase.
Syme CD, Mosses J, González-Jiménez M, Shebanova O, Walton F, Wynne K. Syme CD, et al. Among authors: gonzalez jimenez m. Sci Rep. 2017 Feb 17;7:42439. doi: 10.1038/srep42439. Sci Rep. 2017. PMID: 28209972 Free PMC article.
Phonon-like Hydrogen-Bond Modes in Protic Ionic Liquids.
Reichenbach J, Ruddell SA, González-Jiménez M, Lemes J, Turton DA, France DJ, Wynne K. Reichenbach J, et al. Among authors: gonzalez jimenez m. J Am Chem Soc. 2017 May 31;139(21):7160-7163. doi: 10.1021/jacs.7b03036. Epub 2017 May 22. J Am Chem Soc. 2017. PMID: 28511538
Using mid-infrared spectroscopy and supervised machine-learning to identify vertebrate blood meals in the malaria vector, Anopheles arabiensis.
Mwanga EP, Mapua SA, Siria DJ, Ngowo HS, Nangacha F, Mgando J, Baldini F, González Jiménez M, Ferguson HM, Wynne K, Selvaraj P, Babayan SA, Okumu FO. Mwanga EP, et al. Among authors: gonzalez jimenez m. Malar J. 2019 May 30;18(1):187. doi: 10.1186/s12936-019-2822-y. Malar J. 2019. PMID: 31146762 Free PMC article.
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. Among authors: gonzalez jimenez m. 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: gonzalez jimenez m. BMC Bioinformatics. 2023 Jan 9;24(1):11. doi: 10.1186/s12859-022-05128-5. BMC Bioinformatics. 2023. PMID: 36624386 Free PMC article.
57 results