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Towards global model generalizability: independent cross-site feature evaluation for patient-level risk prediction models using the OHDSI network.
Naderalvojoud B, Curtin CM, Yanover C, El-Hay T, Choi B, Park RW, Tabuenca JG, Reeve MP, Falconer T, Humphreys K, Asch SM, Hernandez-Boussard T. Naderalvojoud B, et al. Among authors: park rw. J Am Med Inform Assoc. 2024 Apr 19;31(5):1051-1061. doi: 10.1093/jamia/ocae028. J Am Med Inform Assoc. 2024. PMID: 38412331
Feasibility and evaluation of a large-scale external validation approach for patient-level prediction in an international data network: validation of models predicting stroke in female patients newly diagnosed with atrial fibrillation.
Reps JM, Williams RD, You SC, Falconer T, Minty E, Callahan A, Ryan PB, Park RW, Lim HS, Rijnbeek P. Reps JM, et al. Among authors: park rw. BMC Med Res Methodol. 2020 May 6;20(1):102. doi: 10.1186/s12874-020-00991-3. BMC Med Res Methodol. 2020. PMID: 32375693 Free PMC article.
Renin-angiotensin system blockers and susceptibility to COVID-19: an international, open science, cohort analysis.
Morales DR, Conover MM, You SC, Pratt N, Kostka K, Duarte-Salles T, Fernández-Bertolín S, Aragón M, DuVall SL, Lynch K, Falconer T, van Bochove K, Sung C, Matheny ME, Lambert CG, Nyberg F, Alshammari TM, Williams AE, Park RW, Weaver J, Sena AG, Schuemie MJ, Rijnbeek PR, Williams RD, Lane JCE, Prats-Uribe A, Zhang L, Areia C, Krumholz HM, Prieto-Alhambra D, Ryan PB, Hripcsak G, Suchard MA. Morales DR, et al. Among authors: park rw. Lancet Digit Health. 2021 Feb;3(2):e98-e114. doi: 10.1016/S2589-7500(20)30289-2. Epub 2020 Dec 17. Lancet Digit Health. 2021. PMID: 33342753 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: park rw. JMIR Med Inform. 2021 Apr 5;9(4):e21547. doi: 10.2196/21547. JMIR Med Inform. 2021. PMID: 33661754 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: park rw. 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.
Unraveling COVID-19: A Large-Scale Characterization of 4.5 Million COVID-19 Cases Using CHARYBDIS.
Kostka K, Duarte-Salles T, Prats-Uribe A, Sena AG, Pistillo A, Khalid S, Lai LYH, Golozar A, Alshammari TM, Dawoud DM, Nyberg F, Wilcox AB, Andryc A, Williams A, Ostropolets A, Areia C, Jung CY, Harle CA, Reich CG, Blacketer C, Morales DR, Dorr DA, Burn E, Roel E, Tan EH, Minty E, DeFalco F, de Maeztu G, Lipori G, Alghoul H, Zhu H, Thomas JA, Bian J, Park J, Martínez Roldán J, Posada JD, Banda JM, Horcajada JP, Kohler J, Shah K, Natarajan K, Lynch KE, Liu L, Schilling LM, Recalde M, Spotnitz M, Gong M, Matheny ME, Valveny N, Weiskopf NG, Shah N, Alser O, Casajust P, Park RW, Schuff R, Seager S, DuVall SL, You SC, Song S, Fernández-Bertolín S, Fortin S, Magoc T, Falconer T, Subbian V, Huser V, Ahmed WU, Carter W, Guan Y, Galvan Y, He X, Rijnbeek PR, Hripcsak G, Ryan PB, Suchard MA, Prieto-Alhambra D. Kostka K, et al. Among authors: park rw, park j. Clin Epidemiol. 2022 Mar 22;14:369-384. doi: 10.2147/CLEP.S323292. eCollection 2022. Clin Epidemiol. 2022. PMID: 35345821 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: park rw. Nat Commun. 2022 Mar 30;13(1):1678. doi: 10.1038/s41467-022-29160-4. Nat Commun. 2022. PMID: 35354802 Free PMC article.
349 results