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Crowd-sourced machine learning prediction of long COVID using data from the National COVID Cohort Collaborative.
Bergquist T, Loomba J, Pfaff E, Xia F, Zhao Z, Zhu Y, Mitchell E, Bhattacharya B, Shetty G, Munia T, Delong G, Tariq A, Butzin-Dozier Z, Ji Y, Li H, Coyle J, Shi S, Philips RV, Mertens A, Pirracchio R, van der Laan M, Colford JM Jr, Hubbard A, Gao J, Chen G, Velingker N, Li Z, Wu Y, Stein A, Huang J, Dai Z, Long Q, Naik M, Holmes J, Mowery D, Wong E, Parekh R, Getzen E, Hightower J, Blase J; Long COVID Computational Challenge Participants; N3C Consortium. Bergquist T, et al. Among authors: getzen e. EBioMedicine. 2024 Oct;108:105333. doi: 10.1016/j.ebiom.2024.105333. Epub 2024 Sep 24. EBioMedicine. 2024. PMID: 39321500 Free PMC article.
Leveraging informative missing data to learn about acute respiratory distress syndrome and mortality in long-term hospitalized COVID-19 patients throughout the years of the pandemic.
Getzen E, Tan AL, Brat G, Omenn GS, Strasser Z; Consortium for Clinical Characterization of COVID-19 by EHR (4CE) (Collaborative Group/Consortium); Long Q, Holmes JH, Mowery D. Getzen E, et al. medRxiv [Preprint]. 2023 Dec 19:2023.12.18.23300181. doi: 10.1101/2023.12.18.23300181. medRxiv. 2023. Update in: AMIA Annu Symp Proc. 2024 Jan 11;2023:942-950. PMID: 38196626 Free PMC article. Updated. Preprint.
Leveraging informative missing data to learn about acute respiratory distress syndrome and mortality in long-term hospitalized COVID-19 patients throughout the years of the pandemic.
Getzen E, Tan AL, Brat G, Omenn GS, Strasser Z; Consortium for Clinical Characterization of COVID-19 by EHR (4CE) (Collaborative Group/Consortium); Long Q, Holmes JH, Mowery D. Getzen E, et al. AMIA Annu Symp Proc. 2024 Jan 11;2023:942-950. eCollection 2023. AMIA Annu Symp Proc. 2024. PMID: 38222425 Free PMC article.
Realizing the potential of social determinants data in EHR systems: A scoping review of approaches for screening, linkage, extraction, analysis, and interventions.
Li C, Mowery DL, Ma X, Yang R, Vurgun U, Hwang S, Donnelly HK, Bandhey H, Senathirajah Y, Visweswaran S, Sadhu EM, Akhtar Z, Getzen E, Freda PJ, Long Q, Becich MJ. Li C, et al. Among authors: getzen e. J Clin Transl Sci. 2024 Oct 10;8(1):e147. doi: 10.1017/cts.2024.571. eCollection 2024. J Clin Transl Sci. 2024. PMID: 39478779 Free PMC article. Review.
Informative missingness: What can we learn from patterns in missing laboratory data in the electronic health record?
Tan ALM, Getzen EJ, Hutch MR, Strasser ZH, Gutiérrez-Sacristán A, Le TT, Dagliati A, Morris M, Hanauer DA, Moal B, Bonzel CL, Yuan W, Chiudinelli L, Das P, Zhang HG, Aronow BJ, Avillach P, Brat GA, Cai T, Hong C, La Cava WG, Hooi Will Loh H, Luo Y, Murphy SN, Yuan Hgiam K, Omenn GS, Patel LP, Jebathilagam Samayamuthu M, Shriver ER, Shakeri Hossein Abad Z, Tan BWL, Visweswaran S, Wang X, Weber GM, Xia Z, Verdy B; COVID-19 by EHR (4CE); Long Q, Mowery DL, Holmes JH. Tan ALM, et al. J Biomed Inform. 2023 Mar;139:104306. doi: 10.1016/j.jbi.2023.104306. Epub 2023 Feb 3. J Biomed Inform. 2023. PMID: 36738870 Free PMC article.
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