Diabetic patients management exploiting case-based reasoning techniques

A fuzzy-ontology-oriented case-based reasoning framework for semantic diabetes diagnosis

“…Montani et al [93] proposed a traditional CBR system for diabetes care with the accuracy of 83%. The 4DSS hybrid CBR-RBR (Rule Based Reasoning) system proposed by Marling [89] has retrieval accuracy of 80%.…”

“…Traditional CBR Medical System implemented on our dataset Diabetes diagnosis 57.14 T-IDDM [93] Diabetes treatment and monitoring using conventional insulin therapy 84 Marling et al [105] Type 1 diabetes management in insulin pump therapy 77.5 Balakrishnan et al [106] Predictive system for diabetic retinopathy 85 Bellazzi et al [107] Diabetes therapy 90 Marling et al [89] 4DSS system for diabetes diagnosis 80…”

Web-based telemedicine systems for home-care: technical issues and experiences

“…The details are presented elsewhere [25] The automated decision support activity implemented by the MU relies on the Therapy Advisor module. This module exploits the cooperation between two tools that implement two different decision support techniques: CaseBased Reasoning (CBR) [26,27] and Rule-Based Reasoning (RBR) [28]. Moreover, by exploiting the negotiation functionality provided within the MU Web-based environment, we have integrated the CBR and the RBR decision support facilities [29], thus implementing a multi-modal reasoning tool.…”

Clinical Safety and Feasibility of the Advanced Bolus Calculator for Type 1 Diabetes Based on Case-Based Reasoning: A 6-Week Nonrandomized Single-Arm Pilot Study

“…CBR is an artificial intelligence technique that solves newly encountered problems by applying the solutions learned from solving similar problems encountered in the past (20). CBR tools have been developed to aid physicians in the management of T1DM in clinic and for patient selfmanagement (21)(22)(23)(24)(25). The ABC4D system utilises continuous glucose monitoring (CGM) data and aims to provide improved flexibility and adaptability compared to existing bolus calculators.…”