Case-based decision support for patients with type 1 diabetes on insulin pump therapy

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 5239 LNAI, Issue , 2008, Pages 325-339

  Marling, Cindy ^a   Shubrook, Jay ^b   Schwartz, Frank ^b  

^a US Institute of Navigation   (United States)

^b OHIO UNIVERSITY   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

ADMINISTRATIVE DATA PROCESSING; ARTIFICIAL INTELLIGENCE; BLOOD; DECISION MAKING; DECISION SUPPORT SYSTEMS; DECISION THEORY; GLUCOSE; HEALTH; HEALTH CARE; HORMONES; INSULIN; MANAGEMENT INFORMATION SYSTEMS; PUMPS;

BLOOD GLUCOSE; BLOOD GLUCOSE LEVELS; CASE BASED; CASE-BASED APPROACH; CLINICAL RESEARCH; DECISION SUPPORTS; DETECTING PROBLEMS; DIABETES MANAGEMENT; EUROPEAN; HEALTH-CARE PROVIDERS; HEART ATTACKS; STRUCTURED EVALUATION; TYPE 1 DIABETES;

CASE BASED REASONING;

EID: 52149116729     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-540-85502-6_22     Document Type: Conference Paper

References (27)

1. The effect of intensive treatment of diabetes on the development and progression of long-term complications in insulin-dependent diabetes mellitus. New England Journal of Medicine 329, 977-986 (1993)
2. Bellazzi, R., Larizza, C., Montani, S., Riva, A., Stefanelli, M., d'Annunzio, G., Lorini, R., Gómez, E.J., Hernando, E., Brugués, E., Cermeno, J., Corcoy, R., de Leiva, A., Cobelli, C., Nucci, G., Prato, S.D., Maran, A., Kilkki, E., Tuominen, J.: A telemedicine support for diabetes management: The T-IDDM project. Computer Methods and Programs in Biomedicine 69, 147-161 (2002)
3. Grant, R.W., Buse, J.B., Meigs, J.B.: Quality of diabetes care in U.S. academic medical centers: Low rates of medical regimen change. Diabetes Care 28, 337-442 (2005)
4. Shah, B.R., Hux, J.E., Laupacis, A., Zinman, B., van Walraven, C.: Clinical inertia in response to inadequate glycemic control: Do specialists differ from primary care physicians? Diabetes Care 28, 600-606 (2005)
5. American Diabetes Association: American Diabetes Association Complete Guide to Diabetes. 4 edn. Bantam, New York (2006)
6. Bichindaritz, I., Marling, C.: Case-based reasoning in the health sciences: What's next? Artificial Intelligence in Medicine 36, 127-135 (2006)
7. López de Màntaras, R., Arcos, J.L.: AI and music from composition to expressive performance. AI Magazine 23, 43-58 (2002)
8. Marling, C.R., Petot, G.J., Sterling, L.S.: Integrating case-based and rule-based reasoning to meet multiple design constraints. Computational Intelligence 15(3), 308-332 (1999)
9. Bridge, D., Göker, M., McGinty, L., Smyth, B.: Case-based recommender systems. The Knowledge Engineering Review 20, 315-320 (2005)
10. Bichindaritz, I.: MNAOMIA: Improving case-based reasoning for an application in psychiatry. In: Artificial Intelligence in Medicine: Applications of Current Technologies, Stanford, CA. Working Notes of the AAAI 1996 Spring Symposium (1996)
11. Bichindaritz, I., Kansu, E., Sullivan, K.M.: Case-based reasoning in CAREPARTNER: Gathering evidence for evidence-based medical practice. In: Smyth, B., Cunningham, P. (eds.) EWCBR 1998. LNCS (LNAI), vol. 1488, pp. 334-345. Springer, Heidelberg (1998)
12. Montani, S., Portinale, L., Leonardi, G., Bellazzi, R.: Applying case-based retrieval to hemodialysis treatment. In: McGinty, L. (ed.) Workshop Proceedings of the Fifth International Conference on Case-Based Reasoning, Trondheim, Norway (2003)
13. Marling, C., Whitehouse, P.: Case-based reasoning in the care of Alzheimer's disease patients. In: Aha, D.W., Watson, I. (eds.) ICCBR 2001. LNCS (LNAI), vol. 2080, pp. 702-715. Springer, Heidelberg (2001)
14. Marling, C., Shubrook, J., Schwartz, F.: Towards case-based reasoning for diabetes management. In: Wilson, D.C., Khemani, D. (eds.) ICCBR 2007. LNCS (LNAI), vol. 4626, pp. 305-314. Springer, Heidelberg (2007)
15. Schwartz, F.L., Shubrook, J.H., Marling, C.R.: Use of case-based reasoning to enhance intensive management of patients on insulin pump therapy. Journal of Diabetes Science and Technology (in press, 2008)
16. Montani, S., Bellazzi, R.: Supporting decisions in medical applications: The knowledge management perspective. International Journal of Medical Informatics 68, 79-90 (2002)
17. Montani, S., Magni, P., Bellazzi, R., Larizza, C., Roudsari, A.V., Carson, E.R.: Integrating model-based decision support in a multi-modal reasoning system for managing type 1 diabetic patients. Artificial Intelligence in Medicine 29, 131-151 (2003)
18. Popow, C., Horn, W., Rami, B., Schober, E.: VIE-DIAB: A support program for telemedical glycaemic control. In: Dojat, M., Keravnou, E.T., Barahona, P. (eds.) AIME 2003. LNCS (LNAI), vol. 2780, pp. 350-354. Springer, Heidelberg (2003)
19. Gómez, E.J., Hernando, M.E., García, A., del Pozo, F., Cermeno, J., Corcoy, R., Brugués, E., de Leiva, A.: Telemedicine as a tool for intensive management of diabetes: the DIABTel experience. Computer Methods and Programs in Biomedicine 69, 163-177 (2002)
20. Hernando, M.E., Gómez, E.J., Gili, A., Gómez, M., García, G., del Pozo, F.: New trends in diabetes management: Mobile telemedicine closed-loop system. In: Duplaga, M., Zielinski, K., Ingram, D. (eds.) Transformation of Healthcare with Information Technologies. IOS Press, Amsterdam (2004)
21. Biermann, E., Dietrich, W., Rihl, J., Standl, E.: Are there time and cost savings by using telemanagement for patients on intensified insulin therapy? A randomised, controlled trial. Computer Methods and Programs in Biomedicine 69, 137-146 (2002)
22. Lehmann, E.D.: AIDA (2008) (accessed February, 2008), http://www.2aida.net/welcome/
23. Lehmann, E.D.: Research use of the AIDA www.2aida.org diabetes software simulation program: A review. Part 1. Decision support testing and neural network training. Diabetes Technology & Therapeutics 5, 425-438 (2003)
24. Boutayeb, A., Chetouani, A.: A critical review of mathematical models and data used in diabetology. Biomedical Engineering Online 5 (2006)
25. Schmidt, R., Montani, S., Bellazzi, R., Portinale, L., Gierl, L.: Case-based reasoning for medical knowledge-based systems. International Journal of Medical Informatics 64, 355-367 (2001)
26. Nilsson, M., Sollenborn, M.: Advancements and trends in medical case-based reasoning: An overview of systems and system development. In: Proceedings of the Seventeenth International Florida Artificial Intelligence Research Society Conference - Special Track on Case-Based Reasoning, pp. 178-183. AAAI Press, Menlo Park (2004)
27. Holt, A., Bichindaritz, I., Schmidt, R., Perner, P.: Medical applications in case-based reasoning. The Knowledge Engineering Review 20, 289-292 (2005)