Skip to main content

Decentralized Web-Based Clinical Decision Support Using Semantic GLEAN Workflows

  • Conference paper
  • First Online:
Artificial Intelligence in Medicine (AIME 2023)

Abstract

Decentralized clinical decision support (CDS), using the Web browser as a local application platform, fully decouples the CDS from vendor-specific EMR, removes reliance on server infrastructure, and does not require custom software. Using GLEAN, a clinical workflow can be loaded within a Web browser to provide decentralized and specialized CDS at a point-of-care. To that end, GLEAN workflows include all knowledge needed for their local execution; the standards-based and secure data sharing with EMR, if needed; and detection of multimorbidity conflicts. This specialized CDS will execute all decision logic locally in the Web browser; using SMART-on-FHIR, locally entered data can be securely submitted to a FHIR-compliant EMR, and remote data can be retrieved. In such a decentralized setting, clinicians can securely collaborate on multimorbidity patients: (1) by sharing workflow traces, i.e., progression of their local workflows, other clinicians can keep appraised of their decision making; and (2) by leveraging medical online knowledge sources, conflicts (e.g., drug-drug, drug-interaction) between multimorbidity decisions can be detected and resolved.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 64.99
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 84.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

References

  1. HL7 International: SMART on FHIR. http://www.hl7.org/fhir/smart-app-launch/. Accessed 30 Jan 2023

  2. Van Woensel, W., Abidi, S., Tennankore, K., et al.: Explainable decision support using task network models in Notation3: computerizing lipid management clinical guidelines as interactive task networks. In: Michalowski, M., Abidi, S.S.R., Abidi, S. (eds.) AIME 2022, vol. 13263, pp. 3–13, pp. Springer, Cham (2022). https://doi.org/10.1007/978-3-031-09342-5_1

  3. HL7 International: HL7 Fast Health Interop Resources (FHIR) (2014). https://www.hl7.org/index.cfm

  4. de Roo, J., Wright, J.: Eye-JS: Distributing the EYE reasoner for browser and node using WebAssembly (2023).https://github.com/eyereasoner/eye-js

  5. Van Woensel, W.: Generating Imperative Code from Knowledge Graphs (N3 rules, OWL ontology) (2022). https://github.com/william-vw/blockiot-cds/tree/main/tool

  6. Van Woensel, W., Abidi, S.S.R., Abidi, S.R.: Decision support for comorbid conditions via execution-time integration of clinical guidelines using transaction-based semantics and temporal planning. Artif. Intell. Med. 118, 102127 (2021)

    Article  Google Scholar 

  7. Van Woensel, W., Abidi, S., Tennankore, K., et al.: Clinical guidelines as executable and interactive workflows with FHIR-compliant health data input using GLEAN. In: Michalowski, M., Abidi, S.S.R., Abidi, S. (eds.) AIME 2022, vol. 13263, pp. 421–425. Springer, Cham (2022). https://doi.org/10.1007/978-3-031-09342-5_43

  8. Van Woensel, W., Abidi, S.R., Abidi, S.S.R.: Towards model-driven semantic interfaces for electronic health records on multiple platforms using Notation3. In: 4th International Workshop on Semantic Web Meets Health Data Management (SWH’21), New York, NY, USA (2021)

    Google Scholar 

  9. Berners-Lee T SOLID. https://solidproject.org/. Accessed 30 Jan 2023

  10. Van Woensel, W., Abidi, S.R., Jafarpour, B., Abidi, S.S.R.: Providing comorbid decision support via the integration of clinical practice guidelines at execution-time by leveraging medical linked open datasets. In: 17th World Congress on Medical and Health Informatics (MEDINFO’19), 26 –30 August 2019, Lyon, France (2019)

    Google Scholar 

  11. Bottrighi, A., Piovesan, L., Terenziani, P.: Supporting physicians in the coordination of distributed execution of CIGs to treat comorbid patients. Artif. Intell. Med. 135, 102472 (2023). https://doi.org/10.1016/J.ARTMED.2022.102472

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to William Van Woensel .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2023 The Author(s), under exclusive license to Springer Nature Switzerland AG

About this paper

Check for updates. Verify currency and authenticity via CrossMark

Cite this paper

Van Woensel, W., Abidi, S., Abidi, S.S.R. (2023). Decentralized Web-Based Clinical Decision Support Using Semantic GLEAN Workflows. In: Juarez, J.M., Marcos, M., Stiglic, G., Tucker, A. (eds) Artificial Intelligence in Medicine. AIME 2023. Lecture Notes in Computer Science(), vol 13897. Springer, Cham. https://doi.org/10.1007/978-3-031-34344-5_44

Download citation

  • DOI: https://doi.org/10.1007/978-3-031-34344-5_44

  • Published:

  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-031-34343-8

  • Online ISBN: 978-3-031-34344-5

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics