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Reproducible variability: assessing investigator discordance across 9 research teams attempting to reproduce the same observational study.
Ostropolets A, Albogami Y, Conover M, Banda JM, Baumgartner WA, Blacketer C, Desai P, DuVall SL, Fortin S, Gilbert JP, Golozar A, Ide J, Kanter AS, Kern DM, Kim C, Lai LYH, Li C, Liu F, Lynch KE, Minty E, Neves MI, Ng DQ, Obene T, Pera V, Pratt N, Rao G, Rappoport N, Reinecke I, Saroufim P, Shoaibi A, Simon K, Suchard MA, Swerdel JN, Voss EA, Weaver J, Zhang L, Hripcsak G, Ryan PB. Ostropolets A, et al. Among authors: kim c. J Am Med Inform Assoc. 2023 Apr 19;30(5):859-868. doi: 10.1093/jamia/ocad009. J Am Med Inform Assoc. 2023. PMID: 36826399 Free PMC article.
Implementation of the COVID-19 Vulnerability Index Across an International Network of Health Care Data Sets: Collaborative External Validation Study.
Reps JM, Kim C, Williams RD, Markus AF, Yang C, Duarte-Salles T, Falconer T, Jonnagaddala J, Williams A, Fernández-Bertolín S, DuVall SL, Kostka K, Rao G, Shoaibi A, Ostropolets A, Spotnitz ME, Zhang L, Casajust P, Steyerberg EW, Nyberg F, Kaas-Hansen BS, Choi YH, Morales D, Liaw ST, Abrahão MTF, Areia C, Matheny ME, Lynch KE, Aragón M, Park RW, Hripcsak G, Reich CG, Suchard MA, You SC, Ryan PB, Prieto-Alhambra D, Rijnbeek PR. Reps JM, et al. Among authors: kim c. JMIR Med Inform. 2021 Apr 5;9(4):e21547. doi: 10.2196/21547. JMIR Med Inform. 2021. PMID: 33661754 Free PMC article.
A standardized analytics pipeline for reliable and rapid development and validation of prediction models using observational health data.
Khalid S, Yang C, Blacketer C, Duarte-Salles T, Fernández-Bertolín S, Kim C, Park RW, Park J, Schuemie MJ, Sena AG, Suchard MA, You SC, Rijnbeek PR, Reps JM. Khalid S, et al. Among authors: kim c. Comput Methods Programs Biomed. 2021 Nov;211:106394. doi: 10.1016/j.cmpb.2021.106394. Epub 2021 Sep 6. Comput Methods Programs Biomed. 2021. PMID: 34560604 Free PMC article.
Seek COVER: using a disease proxy to rapidly develop and validate a personalized risk calculator for COVID-19 outcomes in an international network.
Williams RD, Markus AF, Yang C, Duarte-Salles T, DuVall SL, Falconer T, Jonnagaddala J, Kim C, Rho Y, Williams AE, Machado AA, An MH, Aragón M, Areia C, Burn E, Choi YH, Drakos I, Abrahão MTF, Fernández-Bertolín S, Hripcsak G, Kaas-Hansen BS, Kandukuri PL, Kors JA, Kostka K, Liaw ST, Lynch KE, Machnicki G, Matheny ME, Morales D, Nyberg F, Park RW, Prats-Uribe A, Pratt N, Rao G, Reich CG, Rivera M, Seinen T, Shoaibi A, Spotnitz ME, Steyerberg EW, Suchard MA, You SC, Zhang L, Zhou L, Ryan PB, Prieto-Alhambra D, Reps JM, Rijnbeek PR. Williams RD, et al. Among authors: kim c. BMC Med Res Methodol. 2022 Jan 30;22(1):35. doi: 10.1186/s12874-022-01505-z. BMC Med Res Methodol. 2022. PMID: 35094685 Free PMC article.
DLMM as a lossless one-shot algorithm for collaborative multi-site distributed linear mixed models.
Luo C, Islam MN, Sheils NE, Buresh J, Reps J, Schuemie MJ, Ryan PB, Edmondson M, Duan R, Tong J, Marks-Anglin A, Bian J, Chen Z, Duarte-Salles T, Fernández-Bertolín S, Falconer T, Kim C, Park RW, Pfohl SR, Shah NH, Williams AE, Xu H, Zhou Y, Lautenbach E, Doshi JA, Werner RM, Asch DA, Chen Y. Luo C, et al. Among authors: kim c. Nat Commun. 2022 Mar 30;13(1):1678. doi: 10.1038/s41467-022-29160-4. Nat Commun. 2022. PMID: 35354802 Free PMC article.
Development and Verification of Time-Series Deep Learning for Drug-Induced Liver Injury Detection in Patients Taking Angiotensin II Receptor Blockers: A Multicenter Distributed Research Network Approach.
Heo S, Yu JY, Kang EA, Shin H, Ryu K, Kim C, Chegal Y, Jung H, Lee S, Park RW, Kim K, Hwangbo Y, Lee JH, Park YR. Heo S, et al. Among authors: kim c, kim k. Healthc Inform Res. 2023 Jul;29(3):246-255. doi: 10.4258/hir.2023.29.3.246. Epub 2023 Jul 31. Healthc Inform Res. 2023. PMID: 37591680 Free PMC article.
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