Title :
Developing a mobile case-based reasoning application to assist type 1 diabetes management
Author :
Brown, Dean ; Bayley, I. ; Harrison, Rob ; Martin, Christian
Author_Institution :
Dept. of Comput. & Commun. Technol., Oxford Brookes Univ., Oxford, UK
Abstract :
Effective management of diabetes is crucial for patient wellbeing and the prevention of low blood sugar levels (Hypoglycemia) and high blood sugar levels (Hyperglycemia) both of which can be potentially dangerous. Traditionally log books are maintained by patients to record information such as insulin usage and their meals. The ever increasing popularity of smart phones has resulted in various applications being developed to allow patients to log data and help manage their condition. However these applications are often developed simply for the logging of data and only occasionally provide basic calculations to suggest insulin doses following a meal. The goal of this research is to use case-based reasoning techniques to suggest an insulin dosage for the patient as opposed to using a one calculation fits all approach. This is to be achieved by building a knowledge base of the patient´s history that is then used to obtain a solution which best fits the current circumstances. The proposed case-based reasoning system is described alongside the development of the system to date and discussion into further research and development. The final implementation will be tested and validated using a diabetic patient simulator to create a knowledge base and observe system behavior and accuracy.
Keywords :
case-based reasoning; medical computing; medical information systems; mobile computing; patient treatment; effective management; high blood sugar levels; hyperglycemia; hypoglycemia; low blood sugar levels; mobile case-based reasoning; type 1 diabetes management; Blood; Cognition; Diabetes; Insulin; Knowledge based systems; Sugar; Testing; Case-based reasoning; data mining; domain model; knowledge based systems; similarity measures;
Conference_Titel :
e-Health Networking, Applications & Services (Healthcom), 2013 IEEE 15th International Conference on
Conference_Location :
Lisbon
Print_ISBN :
978-1-4673-5800-2
DOI :
10.1109/HealthCom.2013.6720782