Performance assessment of estimation methods for CIR/ISF in bolus calculators

Florian Reiterer, Harald Kirchsteiger, Andrea Assalone, Guido Freckmann, Luigi Del Re

Research output: Contribution to journalConference articlepeer-review

6 Citations (Scopus)

Abstract

Type 1 diabetes patients typically determine their bolus insulin needs using a bolus calculator which requires patient-and daytime-specific values for the carbohydrate-to-insulin-ratio (CIR) as well as for the insulin-sensitivity-factor (ISF). The strong inter-and intra-patient variability of blood glucose dynamics and the myriad of influencing disturbances makes estimating these factors a difficult task that is normally executed by skilled diabetologists using high quality data. In the scientific literature different methods have been proposed that should help medical professionals in determining reliable estimates of CIR and ISF. In this paper some of these methods are first introduced and then applied on one dataset recorded in a recent clinical trial. Their performance is then evaluated by comparing the estimates of CIR and ISF with the patient-and daytime-specific values used by the patients in the clinical trial. It was found that methods based on detailed data analysis perform especially well for predicting CIR, whereas simple rules of thumb tend to give better results for predicting ISF.

Original languageEnglish
Pages (from-to)231-236
Number of pages6
JournalIFAC-PapersOnLine
Volume28
Issue number20
DOIs
Publication statusPublished - 1 Sep 2015
Externally publishedYes
Event9th IFAC Symposium on Biological and Medical Systems, BMS 2015 - Berlin, Germany
Duration: 31 Aug 20152 Sep 2015

Keywords

  • Bolus calculator
  • Diabetes management
  • Open-loop control
  • System identification

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