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Development and external validation of prediction models for adverse health outcomes in rheumatoid arthritis: A multinational real-world cohort analysis.
Yang C, Williams RD, Swerdel JN, Almeida JR, Brouwer ES, Burn E, Carmona L, Chatzidionysiou K, Duarte-Salles T, Fakhouri W, Hottgenroth A, Jani M, Kolde R, Kors JA, Kullamaa L, Lane J, Marinier K, Michel A, Stewart HM, Prats-Uribe A, Reisberg S, Sena AG, Torre CO, Verhamme K, Vizcaya D, Weaver J, Ryan P, Prieto-Alhambra D, Rijnbeek PR. Yang C, et al. Semin Arthritis Rheum. 2022 Oct;56:152050. doi: 10.1016/j.semarthrit.2022.152050. Epub 2022 Jun 15. Semin Arthritis Rheum. 2022. PMID: 35728447 Free 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: yang 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: yang 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: yang 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.
Use of unstructured text in prognostic clinical prediction models: a systematic review.
Seinen TM, Fridgeirsson EA, Ioannou S, Jeannetot D, John LH, Kors JA, Markus AF, Pera V, Rekkas A, Williams RD, Yang C, van Mulligen EM, Rijnbeek PR. Seinen TM, et al. Among authors: yang c. J Am Med Inform Assoc. 2022 Jun 14;29(7):1292-1302. doi: 10.1093/jamia/ocac058. J Am Med Inform Assoc. 2022. PMID: 35475536 Free PMC article.
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