A design specification for Critical Illness Digital Twins to cure sepsis: responding to the National Academies of Sciences, Engineering and Medicine Report: Foundational Research Gaps and Future Directions for Digital Twins
{"title":"A design specification for Critical Illness Digital Twins to cure sepsis: responding to the National Academies of Sciences, Engineering and Medicine Report: Foundational Research Gaps and Future Directions for Digital Twins","authors":"Gary An, Chase Cockrell","doi":"arxiv-2405.05301","DOIUrl":null,"url":null,"abstract":"On December 15, 2023, The National Academies of Sciences, Engineering and\nMedicine (NASEM) released a report entitled: Foundational Research Gaps and\nFuture Directions for Digital Twins. The ostensible purpose of this report was\nto bring some structure to the burgeoning field of digital twins by providing a\nworking definition and a series of research challenges that need to be\naddressed to allow this technology to fulfill its full potential. In the work\npresented herein we focus on five specific findings from the NASEM Report: 1)\ndefinition of a Digital Twin, 2) using fit-for-purpose guidance, 3) developing\nnovel approaches to Verification, Validation and Uncertainty Quantification\n(VVUQ) of Digital Twins, 4) incorporating control as an explicit purpose for a\nDigital Twin and 5) using a Digital Twin to guide data collection and sensor\ndevelopment, and describe how these findings are addressed through the design\nspecifications for a Critical Illness Digital Twin (CIDT) aimed at curing\nsepsis.","PeriodicalId":501219,"journal":{"name":"arXiv - QuanBio - Other Quantitative Biology","volume":"20 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-05-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"arXiv - QuanBio - Other Quantitative Biology","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/arxiv-2405.05301","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
On December 15, 2023, The National Academies of Sciences, Engineering and
Medicine (NASEM) released a report entitled: Foundational Research Gaps and
Future Directions for Digital Twins. The ostensible purpose of this report was
to bring some structure to the burgeoning field of digital twins by providing a
working definition and a series of research challenges that need to be
addressed to allow this technology to fulfill its full potential. In the work
presented herein we focus on five specific findings from the NASEM Report: 1)
definition of a Digital Twin, 2) using fit-for-purpose guidance, 3) developing
novel approaches to Verification, Validation and Uncertainty Quantification
(VVUQ) of Digital Twins, 4) incorporating control as an explicit purpose for a
Digital Twin and 5) using a Digital Twin to guide data collection and sensor
development, and describe how these findings are addressed through the design
specifications for a Critical Illness Digital Twin (CIDT) aimed at curing
sepsis.