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Cumulus: A federated EHR-based learning system powered by FHIR and AI.
McMurry AJ, Gottlieb DI, Miller TA, Jones JR, Atreja A, Crago J, Desai PM, Dixon BE, Garber M, Ignatov V, Kirchner LA, Payne PRO, Saldanha AJ, Shankar PRV, Solad YV, Sprouse EA, Terry M, Wilcox AB, Mandl KD. McMurry AJ, et al. medRxiv [Preprint]. 2024 Feb 6:2024.02.02.24301940. doi: 10.1101/2024.02.02.24301940. medRxiv. 2024. Update in: J Am Med Inform Assoc. 2024 Aug 1;31(8):1638-1647. doi: 10.1093/jamia/ocae130. PMID: 38370642 Free PMC article. Updated. Preprint.
Cumulus: a federated electronic health record-based learning system powered by Fast Healthcare Interoperability Resources and artificial intelligence.
McMurry AJ, Gottlieb DI, Miller TA, Jones JR, Atreja A, Crago J, Desai PM, Dixon BE, Garber M, Ignatov V, Kirchner LA, Payne PRO, Saldanha AJ, Shankar PRV, Solad YV, Sprouse EA, Terry M, Wilcox AB, Mandl KD. McMurry AJ, et al. J Am Med Inform Assoc. 2024 Aug 1;31(8):1638-1647. doi: 10.1093/jamia/ocae130. J Am Med Inform Assoc. 2024. PMID: 38860521 Free PMC article.
Real World Performance of the 21st Century Cures Act Population Level Application Programming Interface.
Jones JR, Gottlieb D, McMurry AJ, Atreja A, Desai PM, Dixon BE, Payne PRO, Saldanha AJ, Shankar P, Solad Y, Wilcox AB, Ali MS, Kang E, Martin AM, Sprouse E, Taylor D, Terry M, Ignatov V; SMART Cumulus Network; Mandl KD. Jones JR, et al. medRxiv [Preprint]. 2023 Oct 6:2023.10.05.23296560. doi: 10.1101/2023.10.05.23296560. medRxiv. 2023. Update in: J Am Med Inform Assoc. 2024 Apr 19;31(5):1144-1150. doi: 10.1093/jamia/ocae040. PMID: 37873390 Free PMC article. Updated. Preprint.
Developing a Computable Phenotype for Identifying Children, Adolescents, and Young Adults With Diabetes Using Electronic Health Records in the DiCAYA Network.
Shao H, Thorpe LE, Islam S, Bian J, Guo Y, Li P, Bost S, Dabelea D, Conway R, Crume T, Schwartz BS, Hirsch AG, Allen KS, Dixon BE, Grannis SJ, Lustigova E, Reynolds K, Rosenman M, Zhong VW, Wong A, Rivera P, Le T, Akerman M, Conderino S, Rajan A, Liese AD, Rudisill C, Obeid JS, Ewing JA, Bailey C, Mendonca EA, Zaganjor I, Rolka D, Imperatore G, Pavkov ME, Divers J; DiCAYA Study Group. Shao H, et al. Diabetes Care. 2025 Jun 1;48(6):914-921. doi: 10.2337/dc24-1972. Diabetes Care. 2025. PMID: 40163581
Using electronic health records to enhance surveillance of diabetes in children, adolescents and young adults: a study protocol for the DiCAYA Network.
Hirsch AG, Conderino S, Crume TL, Liese AD, Bellatorre A, Bendik S, Divers J, Anthopolos R, Dixon BE, Guo Y, Imperatore G, Lee DC, Reynolds K, Rosenman M, Shao H, Utidjian L, Thorpe LE; DiCAYA Study Group. Hirsch AG, et al. BMJ Open. 2024 Jan 17;14(1):e073791. doi: 10.1136/bmjopen-2023-073791. BMJ Open. 2024. PMID: 38233060 Free PMC article.