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International Comparisons of Harmonized Laboratory Value Trajectories to Predict Severe COVID-19: Leveraging the 4CE Collaborative Across 342 Hospitals and 6 Countries: A Retrospective Cohort Study.
Weber GM, Hong C, Palmer NP, Avillach P, Murphy SN, Gutiérrez-Sacristán A, Xia Z, Serret-Larmande A, Neuraz A, Omenn GS, Visweswaran S, Klann JG, South AM, Loh NHW, Cannataro M, Beaulieu-Jones BK, Bellazzi R, Agapito G, Alessiani M, Aronow BJ, Bell DS, Bellasi A, Benoit V, Beraghi M, Boeker M, Booth J, Bosari S, Bourgeois FT, Brown NW, Bucalo M, Chiovato L, Chiudinelli L, Dagliati A, Devkota B, DuVall SL, Follett RW, Ganslandt T, García Barrio N, Gradinger T, Griffier R, Hanauer DA, Holmes JH, Horki P, Huling KM, Issitt RW, Jouhet V, Keller MS, Kraska D, Liu M, Luo Y, Lynch KE, Malovini A, Mandl KD, Mao C, Maram A, Matheny ME, Maulhardt T, Mazzitelli M, Milano M, Moore JH, Morris JS, Morris M, Mowery DL, Naughton TP, Ngiam KY, Norman JB, Patel LP, Pedrera Jimenez M, Ramoni RB, Schriver ER, Scudeller L, Sebire NJ, Serrano Balazote P, Spiridou A, Tan AL, Tan BW, Tibollo V, Torti C, Trecarichi EM, Vitacca M, Zambelli A, Zucco C; Consortium for Clinical Characterization of COVID-19 by EHR (4CE); Kohane IS, Cai T, Brat GA. Weber GM, et al. Among authors: luo y. medRxiv [Preprint]. 2021 Feb 5:2020.12.16.20247684. doi: 10.1101/2020.12.16.20247684. medRxiv. 2021. PMID: 33564777 Free PMC article. Preprint.
Are My EHRs Private Enough? Event-Level Privacy Protection.
Mao C, Zhao Y, Sun M, Luo Y. Mao C, et al. Among authors: luo y. IEEE/ACM Trans Comput Biol Bioinform. 2019 Jan-Feb;16(1):103-112. doi: 10.1109/TCBB.2018.2850037. Epub 2018 Jun 25. IEEE/ACM Trans Comput Biol Bioinform. 2019. PMID: 29994487 Free PMC article.
Supervised Nonnegative Matrix Factorization to Predict ICU Mortality Risk.
Chao G, Mao C, Wang F, Zhao Y, Luo Y. Chao G, et al. Among authors: luo y. Proceedings (IEEE Int Conf Bioinformatics Biomed). 2018 Dec;2018:1189-1194. doi: 10.1109/BIBM.2018.8621403. Epub 2019 Jan 24. Proceedings (IEEE Int Conf Bioinformatics Biomed). 2018. PMID: 31360595 Free PMC article.
Validation of an internationally derived patient severity phenotype to support COVID-19 analytics from electronic health record data.
Klann JG, Estiri H, Weber GM, Moal B, Avillach P, Hong C, Tan ALM, Beaulieu-Jones BK, Castro V, Maulhardt T, Geva A, Malovini A, South AM, Visweswaran S, Morris M, Samayamuthu MJ, Omenn GS, Ngiam KY, Mandl KD, Boeker M, Olson KL, Mowery DL, Follett RW, Hanauer DA, Bellazzi R, Moore JH, Loh NW, Bell DS, Wagholikar KB, Chiovato L, Tibollo V, Rieg S, Li ALLJ, Jouhet V, Schriver E, Xia Z, Hutch M, Luo Y, Kohane IS; Consortium for Clinical Characterization of COVID-19 by EHR (4CE) (CONSORTIA AUTHOR); Brat GA, Murphy SN. Klann JG, et al. Among authors: luo y. J Am Med Inform Assoc. 2021 Jul 14;28(7):1411-1420. doi: 10.1093/jamia/ocab018. J Am Med Inform Assoc. 2021. PMID: 33566082 Free PMC article.
What Every Reader Should Know About Studies Using Electronic Health Record Data but May Be Afraid to Ask.
Kohane IS, Aronow BJ, Avillach P, Beaulieu-Jones BK, Bellazzi R, Bradford RL, Brat GA, Cannataro M, Cimino JJ, García-Barrio N, Gehlenborg N, Ghassemi M, Gutiérrez-Sacristán A, Hanauer DA, Holmes JH, Hong C, Klann JG, Loh NHW, Luo Y, Mandl KD, Daniar M, Moore JH, Murphy SN, Neuraz A, Ngiam KY, Omenn GS, Palmer N, Patel LP, Pedrera-Jiménez M, Sliz P, South AM, Tan ALM, Taylor DM, Taylor BW, Torti C, Vallejos AK, Wagholikar KB; Consortium For Clinical Characterization Of COVID-19 By EHR (4CE); Weber GM, Cai T. Kohane IS, et al. Among authors: luo y. J Med Internet Res. 2021 Mar 2;23(3):e22219. doi: 10.2196/22219. J Med Internet Res. 2021. PMID: 33600347 Free PMC article.
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