The Library
Safety justification of healthcare applications using synthetic datasets
Tools
Tools
Tools
Despotou, George, Harrison, Stuart, White, Sean and Arvanitis, Theodoros N. (2020) Safety justification of healthcare applications using synthetic datasets. In: The Importance of Health Informatics in Public Health during a Pandemic. Studies in Health Technology and Informatics, 272 . I O S Press, pp. 35-38. ISBN 9781643680927
|
PDF
WRAP-safety-justification-healthcare-applications-synthetic-datasets-Arvanitis-2020.pdf - Published Version - Requires a PDF viewer. Available under License Creative Commons: Attribution-Noncommercial 4.0. Download (320Kb) | Preview |
Official URL: http://dx.doi.org/10.3233/SHTI200487
Abstract
Background:
Increasing numbers of intelligent healthcare applications are developed by analysing big data, on which they are trained. It is necessary to assure that such applications will be safe for patients; this entails validation against datasets. But datasets cannot be shared easily, due to privacy, and consent issues, resulting in delaying innovation. Realistic Synthetic Datasets (RSDs), equivalent to the real datasets, are seen as a solution to this.
Objective:
To develop the outline for safety justification of an application, validated with an RSD, and identify the safety evidence the RSD developers will need to generate.
Method:
Assurance case argument development approaches were used, including high level data related risk identification.
Result:
An outline of the justification of such applications, focusing on the contribution of the RSD.
Conclusions:
Use of RSD will require specific arguments and evidence, which will affect the adopted methods. Mutually supporting arguments can result in a compelling justification.
| Item Type: | Book Item | ||||||
|---|---|---|---|---|---|---|---|
| Subjects: | R Medicine > R Medicine (General) | ||||||
| Divisions: | Faculty of Science, Engineering and Medicine > Engineering > WMG (Formerly the Warwick Manufacturing Group) | ||||||
| Library of Congress Subject Headings (LCSH): | Wireless communication systems in medical care -- Safety measures, Medical care -- Technological innovations -- Safety measures, Medical informatics -- Safety measures | ||||||
| Series Name: | Studies in Health Technology and Informatics | ||||||
| Publisher: | I O S Press | ||||||
| ISBN: | 9781643680927 | ||||||
| ISSN: | 0926-9630 | ||||||
| Book Title: | The Importance of Health Informatics in Public Health during a Pandemic | ||||||
| Official Date: | 2020 | ||||||
| Dates: |
|
||||||
| Volume: | 272 | ||||||
| Page Range: | pp. 35-38 | ||||||
| DOI: | 10.3233/SHTI200487 | ||||||
| Status: | Peer Reviewed | ||||||
| Publication Status: | Published | ||||||
| Access rights to Published version: | Open Access (Creative Commons) | ||||||
| Date of first compliant deposit: | 6 July 2020 | ||||||
| Date of first compliant Open Access: | 6 July 2020 | ||||||
| RIOXX Funder/Project Grant: |
|
Request changes or add full text files to a record
Repository staff actions (login required)
 |
View Item |
Downloads
Downloads per month over past year
