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A primer on the use of machine learning to distil knowledge from data in biological psychiatry.
Quinn TP, Hess JL, Marshe VS, Barnett MM, Hauschild AC, Maciukiewicz M, Elsheikh SSM, Men X, Schwarz E, Trakadis YJ, Breen MS, Barnett EJ, Zhang-James Y, Ahsen ME, Cao H, Chen J, Hou J, Salekin A, Lin PI, Nicodemus KK, Meyer-Lindenberg A, Bichindaritz I, Faraone SV, Cairns MJ, Pandey G, Müller DJ, Glatt SJ; Machine Learning in Psychiatry (MLPsych) Consortium. Quinn TP, et al. Among authors: barnett ej. Mol Psychiatry. 2024 Feb;29(2):387-401. doi: 10.1038/s41380-023-02334-2. Epub 2024 Jan 4. Mol Psychiatry. 2024. PMID: 38177352 Review.
Partner-Drug Resistance and Population Substructuring of Artemisinin-Resistant Plasmodium falciparum in Cambodia.
Parobek CM, Parr JB, Brazeau NF, Lon C, Chaorattanakawee S, Gosi P, Barnett EJ, Norris LD, Meshnick SR, Spring MD, Lanteri CA, Bailey JA, Saunders DL, Lin JT, Juliano JJ. Parobek CM, et al. Among authors: barnett ej. Genome Biol Evol. 2017 Jun 1;9(6):1673-1686. doi: 10.1093/gbe/evx126. Genome Biol Evol. 2017. PMID: 28854635 Free PMC article.
Selective sweep suggests transcriptional regulation may underlie Plasmodium vivax resilience to malaria control measures in Cambodia.
Parobek CM, Lin JT, Saunders DL, Barnett EJ, Lon C, Lanteri CA, Balasubramanian S, Brazeau N, DeConti DK, Garba DL, Meshnick SR, Spring MD, Chuor CM, Bailey JA, Juliano JJ. Parobek CM, et al. Among authors: barnett ej. Proc Natl Acad Sci U S A. 2016 Dec 13;113(50):E8096-E8105. doi: 10.1073/pnas.1608828113. Epub 2016 Nov 28. Proc Natl Acad Sci U S A. 2016. PMID: 27911780 Free PMC article.