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Federated Learning of Electronic Health Records to Improve Mortality Prediction in Hospitalized Patients With COVID-19: Machine Learning Approach.
Vaid A, Jaladanki SK, Xu J, Teng S, Kumar A, Lee S, Somani S, Paranjpe I, De Freitas JK, Wanyan T, Johnson KW, Bicak M, Klang E, Kwon YJ, Costa A, Zhao S, Miotto R, Charney AW, Böttinger E, Fayad ZA, Nadkarni GN, Wang F, Glicksberg BS. Vaid A, et al. Among authors: xu j. JMIR Med Inform. 2021 Jan 27;9(1):e24207. doi: 10.2196/24207. JMIR Med Inform. 2021. PMID: 33400679 Free PMC article.
Federated Learning of Electronic Health Records Improves Mortality Prediction in Patients Hospitalized with COVID-19.
Vaid A, Jaladanki SK, Xu J, Teng S, Kumar A, Lee S, Somani S, Paranjpe I, De Freitas JK, Wanyan T, Johnson KW, Bicak M, Klang E, Kwon YJ, Costa A, Zhao S, Miotto R, Charney AW, Böttinger E, Fayad ZA, Nadkarni GN, Wang F, Glicksberg BS. Vaid A, et al. Among authors: xu j. medRxiv [Preprint]. 2020 Aug 14:2020.08.11.20172809. doi: 10.1101/2020.08.11.20172809. medRxiv. 2020. PMID: 32817979 Free PMC article. Updated. Preprint.
Subphenotyping depression using machine learning and electronic health records.
Xu Z, Wang F, Adekkanattu P, Bose B, Vekaria V, Brandt P, Jiang G, Kiefer RC, Luo Y, Pacheco JA, Rasmussen LV, Xu J, Alexopoulos G, Pathak J. Xu Z, et al. Among authors: xu j. Learn Health Syst. 2020 Aug 3;4(4):e10241. doi: 10.1002/lrh2.10241. eCollection 2020 Oct. Learn Health Syst. 2020. PMID: 33083540 Free PMC article.
Federated Learning for Healthcare Informatics.
Xu J, Glicksberg BS, Su C, Walker P, Bian J, Wang F. Xu J, et al. J Healthc Inform Res. 2021;5(1):1-19. doi: 10.1007/s41666-020-00082-4. Epub 2020 Nov 12. J Healthc Inform Res. 2021. PMID: 33204939 Free PMC article.
Assess the documentation of cognitive tests and biomarkers in electronic health records via natural language processing for Alzheimer's disease and related dementias.
Chen Z, Zhang H, Yang X, Wu S, He X, Xu J, Guo J, Prosperi M, Wang F, Xu H, Chen Y, Hu H, DeKosky ST, Farrer M, Guo Y, Wu Y, Bian J. Chen Z, et al. Among authors: xu h, xu j. Int J Med Inform. 2023 Feb;170:104973. doi: 10.1016/j.ijmedinf.2022.104973. Epub 2022 Dec 21. Int J Med Inform. 2023. PMID: 36577203
Algorithmic fairness in computational medicine.
Xu J, Xiao Y, Wang WH, Ning Y, Shenkman EA, Bian J, Wang F. Xu J, et al. EBioMedicine. 2022 Oct;84:104250. doi: 10.1016/j.ebiom.2022.104250. Epub 2022 Sep 6. EBioMedicine. 2022. PMID: 36084616 Free PMC article. Review.
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