Skip to main content
Erschienen in:
Buchtitelbild

2016 | OriginalPaper | Buchkapitel

Towards an Integration of Workflows and Clinical Guidelines: A Case Study

verfasst von : Paolo Terenziani, Salvatore Femiano

Erschienen in: Advances in Artificial Intelligence - IBERAMIA 2016

Verlag: Springer International Publishing

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

The integration of workflows and guidelines modeling healthcare processes is a hot topic of research in Artificial Intelligence in Medicine, and is likely to provide a major advance in the IT support to healthcare [1]. In this position paper, we use a case study in order to identify commonalities and differences between workflows and guidelines. As a result of the analysis, we argue in favor of an integrated architecture in which workflow and guideline models are independently managed and supported, while integration is obtained through a mapping onto a system-internal format, where traditional AI-style inferential capabilities are supported.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat Lenz, R., Reicher, M.: IT support for healthcare processes – premises, challenges, perspectives. Data Knowl. Eng. 61, 39–58 (2007)CrossRef Lenz, R., Reicher, M.: IT support for healthcare processes – premises, challenges, perspectives. Data Knowl. Eng. 61, 39–58 (2007)CrossRef
2.
Zurück zum Zitat Ten Teije, A., Miksch, S., Lucas, P. (Eds.): Computer-based medical guidelines and protocols: a primer and current trends. In: Studies in Health Technology and Informatics, vol. 139 (2008) Ten Teije, A., Miksch, S., Lucas, P. (Eds.): Computer-based medical guidelines and protocols: a primer and current trends. In: Studies in Health Technology and Informatics, vol. 139 (2008)
3.
Zurück zum Zitat Peleg, M.: Computer-interpretable clinical guidelines: a methodological review. J. Biomed. Inf. 46(4), 744–763 (2013)CrossRef Peleg, M.: Computer-interpretable clinical guidelines: a methodological review. J. Biomed. Inf. 46(4), 744–763 (2013)CrossRef
5.
Zurück zum Zitat Fridsma, D.B.: Special issue on workflow management and clinical guidelines. JAMIA 22(1), 1–80 (2001) Fridsma, D.B.: Special issue on workflow management and clinical guidelines. JAMIA 22(1), 1–80 (2001)
6.
Zurück zum Zitat Fox, J., Johns, N., Rahmanzadeh, A., Thomson, R.: Disseminating medical knowledge: the PROforma approach. Artif. Intell. Med. 14, 157–181 (1998)CrossRef Fox, J., Johns, N., Rahmanzadeh, A., Thomson, R.: Disseminating medical knowledge: the PROforma approach. Artif. Intell. Med. 14, 157–181 (1998)CrossRef
7.
Zurück zum Zitat Quaglini, S., Stefanelli, M., Cavallini, A., Micieli, G., Fassino, C., Mossa, C.: GL-based careflow systems. Artif. Intell. Med. 20(1), 5–22 (2000)CrossRef Quaglini, S., Stefanelli, M., Cavallini, A., Micieli, G., Fassino, C., Mossa, C.: GL-based careflow systems. Artif. Intell. Med. 20(1), 5–22 (2000)CrossRef
8.
Zurück zum Zitat Mulyar, N., Pesic, M., van der Aalst, W.M.P., Peleg, M.: Towards the flexibility in clinical guideline modelling languages. BPM Center report BPM-07-04 (2007). BPMcenter.org Mulyar, N., Pesic, M., van der Aalst, W.M.P., Peleg, M.: Towards the flexibility in clinical guideline modelling languages. BPM Center report BPM-07-04 (2007). BPMcenter.​org
9.
Zurück zum Zitat Thao, L.L., Reichert, M., Dadam, P.: Integration and verification of semantic constraints in adaptive process management systems. Data Knowl. Eng. 64, 3–23 (2008)CrossRef Thao, L.L., Reichert, M., Dadam, P.: Integration and verification of semantic constraints in adaptive process management systems. Data Knowl. Eng. 64, 3–23 (2008)CrossRef
10.
Zurück zum Zitat Terenziani, P., Molino, G., Torchio, M.: A modular approach for representing and executing clinical guidelines. Artif. Intell. Med. 23, 249–276 (2001)CrossRef Terenziani, P., Molino, G., Torchio, M.: A modular approach for representing and executing clinical guidelines. Artif. Intell. Med. 23, 249–276 (2001)CrossRef
11.
Zurück zum Zitat Terenziani, P., Montani, S., Bottrighi, A., Molino, G., Torchio, M.: Applying artificial intelligence to clinical guidelines: the GLARE approach. In: Computer-Based Medical Guidelines and Protocols: A Primer and Current Trends, in Studies in Health Technology and Informatics, vol. 139, pp. 273–282 (2008) Terenziani, P., Montani, S., Bottrighi, A., Molino, G., Torchio, M.: Applying artificial intelligence to clinical guidelines: the GLARE approach. In: Computer-Based Medical Guidelines and Protocols: A Primer and Current Trends, in Studies in Health Technology and Informatics, vol. 139, pp. 273–282 (2008)
12.
Zurück zum Zitat Femiano, S.: Analysis and restructuring processes of patient care in complex health systems. University of Turin, Ph.D. dissertation (2009) Femiano, S.: Analysis and restructuring processes of patient care in complex health systems. University of Turin, Ph.D. dissertation (2009)
13.
Zurück zum Zitat Veronesi, A., Crivellari, D., Magri, M.D., Cartei, G., Mansutti, M., Foladore, S., Monfardini, S.: Vinorelbine treatment of advanced non-small cell lung cancer with special emphasis on elderly patients. Eur. J. Cancer 32(10), 1809–1811 (1996)CrossRef Veronesi, A., Crivellari, D., Magri, M.D., Cartei, G., Mansutti, M., Foladore, S., Monfardini, S.: Vinorelbine treatment of advanced non-small cell lung cancer with special emphasis on elderly patients. Eur. J. Cancer 32(10), 1809–1811 (1996)CrossRef
15.
Zurück zum Zitat Terenziani, P., Montani, S., Bottrighi, A., Torchio, M., Molino, G., Anselma, L., Correndo, G.: Applying artificial intelligence to clinical guidelines: the GLARE approach. In: Cappelli, A., Turini, F. (eds.) AI*IA 2003. LNCS, vol. 2829. Springer, Heidelberg (2003) Terenziani, P., Montani, S., Bottrighi, A., Torchio, M., Molino, G., Anselma, L., Correndo, G.: Applying artificial intelligence to clinical guidelines: the GLARE approach. In: Cappelli, A., Turini, F. (eds.) AI*IA 2003. LNCS, vol. 2829. Springer, Heidelberg (2003)
16.
Zurück zum Zitat Anselma, L., Terenziani, P., Montani, S., Bottrighi, A.: Towards a comprehensive treatment of repetitions, periodicity and temporal constraints in clinical guidelines. Artif. Intell. Med. 38(2), 171–195 (2006)CrossRef Anselma, L., Terenziani, P., Montani, S., Bottrighi, A.: Towards a comprehensive treatment of repetitions, periodicity and temporal constraints in clinical guidelines. Artif. Intell. Med. 38(2), 171–195 (2006)CrossRef
17.
Zurück zum Zitat Console, L., Terenziani, P.: Efficient processing of queries and assertions about qualitative and quantitative temporal constraints. Comput. Intell. 15(4), 442–465 (1999)CrossRef Console, L., Terenziani, P.: Efficient processing of queries and assertions about qualitative and quantitative temporal constraints. Comput. Intell. 15(4), 442–465 (1999)CrossRef
18.
Zurück zum Zitat Bottrighi, A., Giordano, L., Molino, G., Montani, S., Terenziani, P., Torchio, M.: Adopting model checking techniques for clinical guidelines verification. Artif. Intell. Med. 48(1), 1–19 (2010)CrossRef Bottrighi, A., Giordano, L., Molino, G., Montani, S., Terenziani, P., Torchio, M.: Adopting model checking techniques for clinical guidelines verification. Artif. Intell. Med. 48(1), 1–19 (2010)CrossRef
19.
Zurück zum Zitat Anselma, L., Bottrighi, A., Molino, G., Montani, S., Terenziani, P., Torchio, M.: Supporting knowledge-based decision making in the medical context: the GLARE approach. Int. J. Knowl.-Based Organ. 1(1), 42–60 (2011)CrossRef Anselma, L., Bottrighi, A., Molino, G., Montani, S., Terenziani, P., Torchio, M.: Supporting knowledge-based decision making in the medical context: the GLARE approach. Int. J. Knowl.-Based Organ. 1(1), 42–60 (2011)CrossRef
20.
Zurück zum Zitat van der Aalst, W.M.P.: The application of petri nets to workflow management. J. Circuits Syst. Comput. 8(1), 21–66 (1998)CrossRef van der Aalst, W.M.P.: The application of petri nets to workflow management. J. Circuits Syst. Comput. 8(1), 21–66 (1998)CrossRef
21.
Zurück zum Zitat Grando, M.A., Glasspool, D.W., Fox, J.: Petri nets as a formalism for comparing expressiveness of workflow-based clinical guideline languages. In: Ardagna, D., Mecella, M., Yang, J. (eds.) Business Process Management Workshops. LNBIP, vol. 17, pp. 348–360. Springer, Heidelberg (2009)CrossRef Grando, M.A., Glasspool, D.W., Fox, J.: Petri nets as a formalism for comparing expressiveness of workflow-based clinical guideline languages. In: Ardagna, D., Mecella, M., Yang, J. (eds.) Business Process Management Workshops. LNBIP, vol. 17, pp. 348–360. Springer, Heidelberg (2009)CrossRef
22.
Zurück zum Zitat Beccuti, M., Bottrighi, A., Franceschinis, G., Montani, S., Terenziani, P.: Modeling clinical guidelines through petri nets. In: Combi, C., Shahar, Y., Abu-Hanna, A. (eds.) AIME 2009. LNCS, vol. 5651, pp. 61–70. Springer, Heidelberg (2009)CrossRef Beccuti, M., Bottrighi, A., Franceschinis, G., Montani, S., Terenziani, P.: Modeling clinical guidelines through petri nets. In: Combi, C., Shahar, Y., Abu-Hanna, A. (eds.) AIME 2009. LNCS, vol. 5651, pp. 61–70. Springer, Heidelberg (2009)CrossRef
23.
Zurück zum Zitat Chiola, G., Dutheillet, C., Franceschinis, G., Haddad, S.: Stochastic well-formed colored nets for symmetric modelling applications. IEEE Trans. Comput. 42(11), 1343–1360 (1993)CrossRef Chiola, G., Dutheillet, C., Franceschinis, G., Haddad, S.: Stochastic well-formed colored nets for symmetric modelling applications. IEEE Trans. Comput. 42(11), 1343–1360 (1993)CrossRef
24.
Zurück zum Zitat Leone, N., Eiter, T., Faber, W., Fink, M., Gottlob, G., Greco, G.: Boosting information integration: the INFOMIX system. In: SEBD 2005, pp. 55–66 Leone, N., Eiter, T., Faber, W., Fink, M., Gottlob, G., Greco, G.: Boosting information integration: the INFOMIX system. In: SEBD 2005, pp. 55–66
25.
Zurück zum Zitat Leone, N., Greco, G., Ianni, G., Lio, V., Terracina, G., Eiter, T., Faber, W., Fink, M., Gottlob, G., Rosati, R., Lembo, D., Lenzerini, M., Ruzzi, M., Kalka, E., Nowicki, B., Staniszkis, W.: The INFOMIX system for advanced integration of incomplete and inconsistent data. In: SIGMOD Conference 2005, pp. 915–917 Leone, N., Greco, G., Ianni, G., Lio, V., Terracina, G., Eiter, T., Faber, W., Fink, M., Gottlob, G., Rosati, R., Lembo, D., Lenzerini, M., Ruzzi, M., Kalka, E., Nowicki, B., Staniszkis, W.: The INFOMIX system for advanced integration of incomplete and inconsistent data. In: SIGMOD Conference 2005, pp. 915–917
Metadaten
Titel
Towards an Integration of Workflows and Clinical Guidelines: A Case Study
verfasst von
Paolo Terenziani
Salvatore Femiano
Copyright-Jahr
2016
DOI
https://doi.org/10.1007/978-3-319-47955-2_1