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Abstrakty
Business Intelligence approaches such as process mining can be applied to the healthcare domain in order to gain insight into the complex processes taking place. Disclosing as-is processes helps identify room for improvement and answers questions from medical professionals. Existing approaches are based on proprietary log data as input for mining algorithms. Integrating the Healthcare Enterprise (IHE) defines in its Audit Trail and Node Authentication (ATNA) profile how real-world events must be recorded. Since IHE is used by many healthcare providers throughout the world, an extensive amount of log data is produced. In our research we investigate if audit trails, generated from an IHE test system, carry enough content to successfully apply process mining techniques. Furthermore we assess the quality of the recorded events in accordance with the maturity level scoring system. A simplified simulation of the organizational workflow in a radiological practice is presented. Based on this simulation a process mining task is conducted.
Rocznik
Tom
Strony
137--142
Opis fizyczny
Bibliogr. 27 poz., rys.
Twórcy
autor
- Research Department of e-Health, Integrated Care, University of Applied Sciences Upper Austria, Austria, 4232, Hagenberg
autor
- Research Department of e-Health, Integrated Care, University of Applied Sciences Upper Austria, Austria, 4232, Hagenberg
Bibliografia
- [1] W. Van der Aalst, A. Adriansyah, A. K. A. de Medeiros, F. Arcieri, T. Baier, T. Blickle, J. C. Bose, P. van den Brand, R. Brandtjen, J. Buijs et al., “Process mining manifesto,” in Business process management workshops. Springer, 2012, pp. 169–194.
- [2] W. Van der Aalst, Process Mining: Discovery, Conformance and Enhancement of Business Processes. Springer, 2011. [Online]. Available: http://books.google.at/books?id=I1KOAfiqfxYC
- [3] H. Verbeek, J. C. Buijs, B. F. Van Dongen, and W. M. Van Der Aalst, “Xes, xesame, and prom 6,” in Information Systems Evolution. Springer, 2011, pp. 60–75.
- [4] Fluxicon, “Discover your processes.” 2015, http://fluxicon.com/disco/ Accessed: 2015-01-26.
- [5] M. Lang, T. Bürkle, S. Laumann, and H.-U. Prokosch, “Process mining for clinical workflows: challenges and current limitations.” Studies in health technology and informatics, vol. 136, pp. 229–234, 2007.
- [6] R. Mans, H. Schonenberg, G. Leonardi, S. Panzarasa, A. Cavallini, S. Quaglini, and W. van der AALST, “Process mining techniques: an application to stroke care,” Studies in health technology and informatics, vol. 136, p. 573, 2008.
- [7] R. Mans, M. Schonenberg, M. Song, W. M. van der Aalst, and P. J. Bakker, “Application of process mining in healthcare–a case study in a dutch hospital,” in Biomedical Engineering Systems and Technologies. Springer, 2009, pp. 425–438.
- [8] Á. Rebuge and D. R. Ferreira, “Business process analysis in healthcare environments: A methodology based on process mining,” Information Systems, vol. 37, no. 2, pp. 99–116, 2012.
- [9] L. Perimal-Lewis, S. Qin, C. Thompson, and P. Hakendorf, “Gaining insight from patient journey data using a process-oriented analysis approach,” in Proceedings of the Fifth Australasian Workshop on Health Informatics and Knowledge Management-Volume 129. Australian Computer Society, Inc., 2012, pp. 59–66.
- [10] E. L. Siegel and D. S. Channin, “Integrating the healthcare enterprise: A primer: Part 1. introduction 1,” Radiographics, vol. 21, no. 5, pp. 1339–1341, 2001.
- [11] I. IHE, “Integrating the Healthcare Enterprise official web page, Member Organizations,” 2015, www.ihe.net Accessed: 2015-01-26.
- [12] E. GmbH, “ELGA - die elektronische Gesundheitsakte: Technische Grundlagen,” 2015, http://www.elga.gv.at/index.php?id=24 Accessed: 2015-01-26.
- [13] epSOS, “European Patients Smart Open Services: Technical Background,” 2015, http://www.epsos.eu/technical-background/systemsstandards. html Accessed: 2015-01-26.
- [14] TrilliumBridge, “TrilliumBridge: Bridging Patient Summaries across the Atlantic,” 2015, http://www.trilliumbridge.eu/ Accessed: 2015-01-26.
- [15] IHE, “Audit trail and node authentication (atna), ihe it infrastructure (iti) technical framework volume 1 (iti-tf-1) integration profiles,” pp. 68–81, 2014.
- [16] DICOM, “PS3.15 2014a - Security and System Management Profiles,” 2014, http://medical.nema.org/standard.html Accessed: 2015-01-26.
- [17] M. Bozkaya, J. Gabriels, and J. Werf, “Process diagnostics: a method based on process mining,” in Information, Process, and Knowledge Management, 2009. eKNOW’09. International Conference on. IEEE, 2009, pp. 22–27.
- [18] G. Marshall, “Rfc 3881-security audit and access accountability message xml data definitions for healthcare applications. in,” Request for Comments, vol. 3881, 2004.
- [19] C. W. Günther and H. Verbeek, “Xes-standard definition,” 2014.
- [20] F. Paster and E. Helm, “From ihe audit trails to xes event logs facilitating process mining,” in MIE 2015; 27rd Int. Congress Eur. Federation Medical Informatics (Madrid, Spain), to appear 2015. IOS Press, 2015.
- [21] O. Object Management Group, “Meta object facility (mof) core specification,” 2014, www.omg.org/spec/MOF/2.4.2 Accessed: 2015-01-26.
- [22] B. Elvesæter, A. Hahn, A.-J. Berre, and T. Neple, “Towards an interoperability framework for model-driven development of software systems,” in Interoperability of enterprise software and applications. Springer, 2006, pp. 409–420.
- [23] O. H. Tools, “The IHE Profiles Charter Project,” 2015, www.openhealthtools.org Accessed: 2015-01-26.
- [24] W. Van der Aalst, T. Weijters, and L. Maruster, “Workflow mining: Discovering process models from event logs,” Knowledge and Data Engineering, IEEE Transactions on, vol. 16, no. 9, pp. 1128–1142, 2004.
- [25] R. S. Mans, W. M. van der Aalst, R. J. Vanwersch, and A. J. Moleman, “Process mining in healthcare: Data challenges when answering frequently posed questions,” in Process Support and Knowledge Representation in Health Care. Springer, 2013, pp. 140–153.
- [26] R. Cruz-Correia, I. Boldt, L. Lapão, C. Santos-Pereira, P. P. Rodrigues, A. M. Ferreira, and A. Freitas, “Analysis of the quality of hospital information systems audit trails,” BMC medical informatics and decision making, vol. 13, no. 1, p. 84, 2013.
- [27] IHE, “Consistent time (ct), ihe it infrastructure (iti) technical framework volume 1 (iti-tf-1) integration profiles,” pp. 59–61, 2014.
Typ dokumentu
Bibliografia
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