Papers
Topics
Authors
Recent
Gemini 2.5 Flash
Gemini 2.5 Flash
162 tokens/sec
GPT-4o
7 tokens/sec
Gemini 2.5 Pro Pro
45 tokens/sec
o3 Pro
4 tokens/sec
GPT-4.1 Pro
38 tokens/sec
DeepSeek R1 via Azure Pro
28 tokens/sec
2000 character limit reached

A Farewell to Harms: Risk Management for Medical Devices via the Riskman Ontology & Shapes (2405.09875v2)

Published 16 May 2024 in cs.AI and cs.CY

Abstract: We introduce the Riskman ontology & shapes for representing and analysing information about risk management for medical devices. Risk management is concerned with taking necessary precautions so a medical device does not cause harms for users or the environment. To date, risk management documentation is submitted to notified bodies (for certification) in the form of semi-structured natural language text. We propose to use classes from the Riskman ontology to logically model risk management documentation and to use the included SHACL constraints to check for syntactic completeness and conformity to relevant standards. In particular, the ontology is modelled after ISO 14971 and the recently published VDE Spec 90025. Our proposed methodology has the potential to save many person-hours for both manufacturers (when creating risk management documentation) as well as notified bodies (when assessing submitted applications for certification), and thus offers considerable benefits for healthcare and, by extension, society as a whole.

Definition Search Book Streamline Icon: https://streamlinehq.com
References (9)
  1. Regulation (EU) 2017/745 of the European Parliament and of the Council of 5 April 2017 on medical devices. Available at http://data.europa.eu/eli/reg/2017/745/oj. (2017)
  2. D-Case Editor – A Typed Assurance Case Editor. https://github.com/d-case/d-case˙editor, accessed: 2024-04-16
  3. Graydon, P.J.: The safety argumentation schools of thought. In: AAA 2017 – International Workshop on Argument for Agreement and Assurance. No. NF1676L-27810 in AAA (2017)
  4. Jenkins. https://www.jenkins.io, accessed: 2024-04-16
  5. NCI Thesaurus (NCIt). https://ncit.nci.nih.gov/ncitbrowser/, accessed: 2024-04-16
  6. U.S. Food & Drug Administration: Infusion pumps total product life cycle. Guidance for industry and FDA staff. Available online: https://www.fda.gov/regulatory-information/search-fda-guidance-documents/infusion-pumps-total-product-life-cycle (2014), Docket Number: FDA-2010-D-0194
  7. U.S. Food & Drug Administration: Manufacturer and user device facility experience database (MAUDE). https://www.accessdata.fda.gov/scripts/cdrh/cfdocs/cfmaude/Search.cfm (Accessed: 2024-04-16)
  8. W3C: Shapes constraint language (SHACL). Technical report. https://www.w3.org/TR/shacl (July 2017), accessed: 2024-04-04
  9. W3C OWL Working Group: OWL 2 Web Ontology Language. w3c Recommendation (Dec 2012), https://www.w3.org/TR/owl2-overview/

Summary

We haven't generated a summary for this paper yet.

X Twitter Logo Streamline Icon: https://streamlinehq.com