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Embedding Conformance Checking in a Process Intelligence System in Hospital Environments

  • Conference paper
Process Support and Knowledge Representation in Health Care (ProHealth 2012, KR4HC 2012)

Abstract

Process intelligence is an effective means to analyze and improve business processes in companies with high degree of automation. Hospitals are also facing high pressure to be profitable with ever decreasing available funds in a stressed healthcare sector, which calls for methods to enable process management and intelligent methods in their daily work. However, traditional process intelligence systems work with logs of execution data that is generated by workflow engines controlling the execution of a process. But the nature of the treatment processes requires the doctors to work with a high freedom of action, rendering workflow engines unusable in this context.

In this paper, we introduce a novel method to conformance checking that computes fitness of individual activities in the setting of sparse process execution information, i.e., not all activities of a patient’s treatment are logged. We embed this method into a process intelligence approach for hospitals without workflow engines, enabling process monitoring and analysis.

This work is supported and funded by the German Federal Ministry of Education and Research (01IS10039B).

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References

  1. Adriansyah, A., van Dongen, B.F., van der Aalst, W.M.P.: Conformance checking using cost-based fitness analysis. In: EDOC 2011, pp. 55–64. IEEE (2011)

    Google Scholar 

  2. Azvine, B., Cui, Z., Nauck, D.D., Majeed, B.: Real Time Business Intelligence for the Adaptive Enterprise. In: CEC/EEE 2006, p. 29 (2006)

    Google Scholar 

  3. Bobrik, R.: Konfigurierbare Visualisierung komplexer Prozessmodelle. PhD thesis, University of Ulm (2008)

    Google Scholar 

  4. Dahanayake, A., Welke, R.J., Cavalheiro, G.: Improving the understanding of BAM technology for real-time decision support. Int. J. Bus. Inf. Syst. 7, 1–26 (2011)

    Google Scholar 

  5. Grigori, D., Casati, F., Castellanos, M., Dayal, U., Sayal, M., Shan, M.-C.: Business process intelligence. Computers in Industry 53(3), 321–343 (2004)

    Article  Google Scholar 

  6. Grimshaw, J.M., Russell, I.T.: Effect of clinical guidelines on medical practice: a systematic review of rigorous evaluations. The Lancet 342(8883), 1317–1322 (1993)

    Article  Google Scholar 

  7. Herzberg, N., Kunze, M., Rogge-Solti, A.: Towards process evaluation in non-automated process execution environments. In: Proceedings of the 4th Central-European Workshop on Services and their Composition, ZEUS 2012, pp. 96–102. CEUR-WS.org (2012)

    Google Scholar 

  8. Köth, H., Miller, K., Lein, M., et al.: Entwicklung und Effekte eines standortübergreifenden klinischen Behandlungspfades am Beispiel: ”Laparoskopische Prostatektomie”. Perioperative Medizin 1(3), 173–180 (2009)

    Article  Google Scholar 

  9. Lohmann, N., Verbeek, E., Dijkman, R.: Petri Net Transformations for Business Processes – A Survey. In: Jensen, K., van der Aalst, W.M.P. (eds.) ToPNoC II. LNCS, vol. 5460, pp. 46–63. Springer, Heidelberg (2009)

    Chapter  Google Scholar 

  10. Luebbe, A., Weske, M.: Tangible Media in Process Modeling – A Controlled Experiment. In: Mouratidis, H., Rolland, C. (eds.) CAiSE 2011. LNCS, vol. 6741, pp. 283–298. Springer, Heidelberg (2011)

    Chapter  Google Scholar 

  11. Macario, A., Vitez, T.S., Dunn, B., McDonald, T.: Where are the costs in perioperative care?: Analysis of hospital costs and charges for inpatient surgical care. Anesthesiology 83(6), 1138 (1995)

    Article  Google Scholar 

  12. Mans, R., Reijers, H., van Genuchten, M., Wismeijer, D.: Mining processes in dentistry. In: Proceedings of the 2nd ACM SIGHIT Symposium on International Health Informatics, pp. 379–388. ACM (2012)

    Google Scholar 

  13. Mans, R.S., Schonenberg, M.H., Song, M., van der Aalst, W.M.P., Bakker, P.J.M.: Application of Process Mining in Healthcare – A Case Study in a Dutch Hospital. In: Fred, A., Filipe, J., Gamboa, H. (eds.) BIOSTEC 2008. CCIS, vol. 25, pp. 425–438. Springer, Heidelberg (2008)

    Google Scholar 

  14. Melchert, F., Winter, R., Klesse, M., Romano Jr., N.C.: Aligning process automation and business intelligence to support corporate performance management. In: AMCIS, New York, pp. 4053–4063 (2004)

    Google Scholar 

  15. Montani, S., Leonardi, G.: A Case-Based Approach to Business Process Monitoring. In: Bramer, M. (ed.) IFIP AI 2010. IFIP AICT, vol. 331, pp. 101–110. Springer, Heidelberg (2010)

    Chapter  Google Scholar 

  16. Mutschler, B., Reichert, M.: Aktuelles schlagwort: Business process intelligence. EMISA Forum 26(1), 27–31 (2006)

    Google Scholar 

  17. Object Management Group. Business Process Model and Notation (BPMN) Specification, Version 2.0 (2011)

    Google Scholar 

  18. Raetzell, M., Bauer, M.: Standard operating procedures und klinische behandlungspfade. In: OP-Management: Praktisch und Effizient, pp. 187–198. Springer (2006)

    Google Scholar 

  19. Rebuge, Á., Ferreira, D.R.: Business Process Analysis in Healthcare Environments: A Methodology based on Process Mining. Information Systems (2011)

    Google Scholar 

  20. Rogge-Solti, A., Weske, M.: Enabling Probabilistic Process Monitoring in Non-automated Environments. In: Bider, I., Halpin, T., Krogstie, J., Nurcan, S., Proper, E., Schmidt, R., Soffer, P., Wrycza, S. (eds.) BPMDS 2012 and EMMSAD 2012. LNBIP, vol. 113, pp. 226–240. Springer, Heidelberg (2012)

    Chapter  Google Scholar 

  21. Ronellenfitsch, U., Rössner, E., Jakob, J., Post, S., Hohenberger, P., Schwarzbach, M.: Clinical pathways in surgery – should we introduce them into clinical routine? a review article. Langenbeck’s Archives of Surgery 393(4), 449–457 (2008)

    Article  Google Scholar 

  22. Ronellenfitsch, U., Schwarzbach, M.: Klinisches Prozessmanagement - Klinische Pfade in der Chirurgie: Evidenz und Potenzial. Zentralblatt Chirurgie 135(2), 99–101 (2010)

    Article  Google Scholar 

  23. Rotter, T., et al.: Clinical pathways: effects on professional practice, patient outcomes, length of stay and hospital costs. Cochrane Database Syst. Rev. (3) (2010)

    Google Scholar 

  24. Rozinat, A., van der Aalst, W.M.P.: Conformance checking of processes based on monitoring real behavior. Information Systems 33(1), 64–95 (2008)

    Article  Google Scholar 

  25. Uerlich, M., Dahmen, A., Tuschy, S., Ronellenfitsch, U., Eveslage, K., Vargas Hein, O., Tuerk-Ihli, G., Schwarzbach, M.: Klinische Pfade - Terminologie und Entwicklungsstufen. Periop. Med. 1(3), 155–163 (2009)

    Article  Google Scholar 

  26. van der Aalst, W.M.P.: Process Mining - Discovery, Conformance and Enhancement of Business Processes, 1st edn. Springer (2011)

    Google Scholar 

  27. van Dongen, B.F., de Medeiros, A.K.A., Verbeek, H.M.W., Weijters, A.J.M.M., van der Aalst, W.M.P.: The ProM Framework: A New Era in Process Mining Tool Support. In: Ciardo, G., Darondeau, P. (eds.) ICATPN 2005. LNCS, vol. 3536, pp. 444–454. Springer, Heidelberg (2005)

    Chapter  Google Scholar 

  28. Weske, M.: Business Process Management: Concepts, Languages, Architectures, 2nd edn. Springer (2012)

    Google Scholar 

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Kirchner, K., Herzberg, N., Rogge-Solti, A., Weske, M. (2013). Embedding Conformance Checking in a Process Intelligence System in Hospital Environments. In: Lenz, R., Miksch, S., Peleg, M., Reichert, M., Riaño, D., ten Teije, A. (eds) Process Support and Knowledge Representation in Health Care. ProHealth KR4HC 2012 2012. Lecture Notes in Computer Science(), vol 7738. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-36438-9_9

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  • DOI: https://doi.org/10.1007/978-3-642-36438-9_9

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-36437-2

  • Online ISBN: 978-3-642-36438-9

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