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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. Mol Psychiatry. 2024 Jan 4. doi: 10.1038/s41380-023-02334-2. Online ahead of print. Mol Psychiatry. 2024. PMID: 38177352 Review.
Blood transcriptomic comparison of individuals with and without autism spectrum disorder: A combined-samples mega-analysis.
Tylee DS, Hess JL, Quinn TP, Barve R, Huang H, Zhang-James Y, Chang J, Stamova BS, Sharp FR, Hertz-Picciotto I, Faraone SV, Kong SW, Glatt SJ. Tylee DS, et al. Among authors: quinn tp. Am J Med Genet B Neuropsychiatr Genet. 2017 Apr;174(3):181-201. doi: 10.1002/ajmg.b.32511. Epub 2016 Nov 11. Am J Med Genet B Neuropsychiatr Genet. 2017. PMID: 27862943 Free PMC article.
Learning sparse log-ratios for high-throughput sequencing data.
Gordon-Rodriguez E, Quinn TP, Cunningham JP. Gordon-Rodriguez E, et al. Among authors: quinn tp. Bioinformatics. 2021 Dec 22;38(1):157-163. doi: 10.1093/bioinformatics/btab645. Bioinformatics. 2021. PMID: 34498030 Free PMC article.
Protocol for a bandit-based response adaptive trial to evaluate the effectiveness of brief self-guided digital interventions for reducing psychological distress in university students: the Vibe Up study.
Huckvale K, Hoon L, Stech E, Newby JM, Zheng WY, Han J, Vasa R, Gupta S, Barnett S, Senadeera M, Cameron S, Kurniawan S, Agarwal A, Kupper JF, Asbury J, Willie D, Grant A, Cutler H, Parkinson B, Ahumada-Canale A, Beames JR, Logothetis R, Bautista M, Rosenberg J, Shvetcov A, Quinn T, Mackinnon A, Rana S, Tran T, Rosenbaum S, Mouzakis K, Werner-Seidler A, Whitton A, Venkatesh S, Christensen H. Huckvale K, et al. BMJ Open. 2023 Apr 28;13(4):e066249. doi: 10.1136/bmjopen-2022-066249. BMJ Open. 2023. PMID: 37116996 Free PMC article.
235 results