Science Advances · 2020 · 146 citations · 26 references
EngineeringBioengineeringBiomedical EngineeringBiosensorsDiabetologySensorsBiomedical InstrumentationBiomedical SensorsBlood Glucose MonitoringContinuous Glucose MonitoringGlycemic MonitoringWearable BiosensorsAnimal Disease ModelsArtificial Pancreas SystemsBlood Glucose RegulationContinuous Monitoring SensorsGlucose MonitoringGlucose SensorsWearable Sensor DesignWireless Biomedical Sensors
Painless, needle-free, and continuous glucose monitoring sensors are needed to enhance the life quality of diabetic patients. To that extent, we propose a first-of-its-kind, highly sensitive, noninvasive continuous glycemic monitoring wearable multisensor system. The proposed sensors are validated on serum, animal tissues, and animal models of diabetes and in a clinical setting. The noninvasive measurement results during human trials reported high correlation (>0.9) between the system's physical parameters and blood glucose levels, without any time lag. The accurate real-time responses of the sensors are attributed to their unique vasculature anatomy-inspired tunable electromagnetic topologies. These wearable apparels wirelessly sense hypo- to hyperglycemic variations with high fidelity. These components are designed to simultaneously target multiple body locations, which opens the door for the development of a closed-loop artificial pancreas.
26
Sarah H. Wild, Gojka Roglić, Anders Green et al. · Diabetes Care · 2004 · 15.3K citations
A Study of Cross-Validation and Bootstrap for Accuracy Estimation and Model Selection
Ron Kohavi · 1995 · 10.7K citations · Full text
Transdermal monitoring of glucose and other analytes using ultrasound
Joseph Kost, Samir Mitragotri, Robert A. Gabbay et al. · Nature Medicine · 2000 · 252 citations