Blood Glucose Self-Monitoring
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  • Release Date: 2022-05-25
  • blood glucose self-monitoring
  • diabetes mellitus
  • hyperglycemia
Video Introduction

This video is adapted from 10.3390/s22093534

Glucose monitoring technologies allow users to monitor glycemic fluctuations (e.g., blood glucose levels). This is particularly important for individuals who have diabetes mellitus (DM). Traditional self-monitoring blood glucose (SMBG) devices require the user to prick their finger and extract a blood drop to measure the blood glucose based on chemical reactions with the blood. Unlike traditional glucometer devices, noninvasive continuous glucose monitoring (NICGM) devices aim to solve these issues by consistently monitoring users’ blood glucose levels (BGLs) without invasively acquiring a sample. In this video, researchers investigated the feasibility of a novel approach to NICGM using multiple off-the-shelf wearable sensors and learning-based models (i.e., machine learning) to predict blood glucose. Two datasets were used for this video: (1) the OhioT1DM dataset, provided by the Ohio University; and (2) the UofM dataset, created by the research team. The UofM dataset consists of fourteen features provided by six sensors for studying possible relationships between glucose and noninvasive biometric measurements. Both datasets are passed through a machine learning (ML) pipeline that tests linear and nonlinear models to predict BGLs from the set of noninvasive features. The results of this pilot study show that the combination of fourteen noninvasive biometric measurements with ML algorithms could lead to accurate BGL predictions within the clinical range; however, a larger dataset is required to make conclusions about the feasibility of this approach.

 

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Doblas, A. Blood Glucose Self-Monitoring. Encyclopedia. Available online: https://encyclopedia.pub/video/video_detail/316 (accessed on 15 April 2024).
Doblas A. Blood Glucose Self-Monitoring. Encyclopedia. Available at: https://encyclopedia.pub/video/video_detail/316. Accessed April 15, 2024.
Doblas, Ana. "Blood Glucose Self-Monitoring" Encyclopedia, https://encyclopedia.pub/video/video_detail/316 (accessed April 15, 2024).
Doblas, A. (2022, May 25). Blood Glucose Self-Monitoring. In Encyclopedia. https://encyclopedia.pub/video/video_detail/316
Doblas, Ana. "Blood Glucose Self-Monitoring." Encyclopedia. Web. 25 May, 2022.