Skip to main content
Log in

ASP for Conformance Analysis and Explanation of Clinical Guidelines Execution

  • Project Report
  • Published:
KI - Künstliche Intelligenz Aims and scope Submit manuscript

Abstract

In this paper, we present an approach where Answer Set Programming is used for analyzing the conformance of execution traces, describing the treatment of individual patients, to Computer-Interpretable Guidelines (CIGs) in the medical domain. The problem is challenging because the CIG for a given pathology describes the most typical treatments for that pathology and cannot take into account all the specific cases that may occur for a specific patient, being them contraindications, temporary conditions of the patient, or other major pathologies. Deviations (also in the timing) from a single guideline may then be explainable using general medical knowledge or knowledge about the interaction between pathologies or treatments.

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

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1

Similar content being viewed by others

References

  1. Anselma L, Piovesan L, Terenziani P (2017) Temporal detection and analysis of guideline interactions. Artif Intell Med 76:40–62

    Article  Google Scholar 

  2. Gebser M, Kaminski R, Kaufmann B, Ostrowski M, Schaub T, Schneider M (2011) Potassco: the Potsdam answer set solving collection. AI Commun 24(2):105–124

    MathSciNet  MATH  Google Scholar 

  3. International Health Terminology Standards Development Organization. SNOMED CT. http://www.ihtsdo.org/snomed-ct/. Accessed 30 Aug 2017

  4. Peleg M (2013) Computer-interpretable clinical guidelines: a methodological review. J Biomed Inf 46(4):744–763

    Article  Google Scholar 

  5. Piovesan L, Molino G, Terenziani P (2014) An ontological knowledge and multiple abstraction level decision support system in healthcare. Decis Anal 1:8. https://doi.org/10.1186/2193-8636-1-8

    Article  Google Scholar 

  6. Piovesan L, Terenziani P (2015) A mixed-initiative approach to the conciliation of Clinical Guidelines for comorbid patients. KR4HC 2015. Volume 9485 of LNCS. Springer, Pavia, pp 95–108

    Google Scholar 

  7. Piovesan L, Terenziani P, Theseider Dupré D (2017) Temporal conformance analysis and explanation on comorbid patients. In: KR4HC Workshop 2017

  8. Piovesan L, Terenziani P, Theseider Dupré D (2018) Temporal conformance analysis and explanation on comorbid patients. In: HEALTHINF 2018—Proceedings of the international conference on health informatics

  9. Quaglini S (2008) Compliance with clinical practice guidelines. In: Lucas P, ten Teije A, Miksch S (eds) Computer-based medical guidelines and protocols: a primer and current trends. IOS Press, Amsterdam

    Google Scholar 

  10. Spiotta M, Terenziani P, Theseider Dupré D (2017) Temporal conformance analysis and explanation of clinical guidelines execution: an answer set programming approach. IEEE Trans Knowl Data Eng 29(11):2567–2580

    Article  Google Scholar 

  11. Spiotta M, Terenziani P, Theseider Dupré D (2015) Answer set programming for temporal conformance analysis of clinical guidelines execution. In KR4HC 2015, volume 9485 of LNCS. Springer, Berlin, pp 65–79

    Google Scholar 

  12. Ten Teije A, Miksch S, Lucas P (2008) Computer-based medical guidelines and protocols: a primer and current trends, vol 139. Studies in health technology and informatics. IOS Press, Amsterdam

    Google Scholar 

  13. Terenziani P, Molino G, Torchio M (2001) A modular approach for representing and executing clinical guidelines. Artif Intell Med 23(3):249–276

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Daniele Theseider Dupré.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Piovesan, L., Spiotta, M., Terenziani, P. et al. ASP for Conformance Analysis and Explanation of Clinical Guidelines Execution. Künstl Intell 32, 201–204 (2018). https://doi.org/10.1007/s13218-018-0540-1

Download citation

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s13218-018-0540-1

Keywords

Navigation