2023
DOI: 10.1109/jsen.2023.3293248
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Random Forest Analysis of Combined Millimeter-Wave and Near-Infrared Sensing for Noninvasive Glucose Detection

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Cited by 9 publications
(5 citation statements)
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“…Capillary loops consisting of blood glucose molecules are present in the dermal layer of the skin at a 2.0 mm depth, which is easily penetrated by NIR sensors 48 . From the literature, glucose absorption peaks are found at 660 nm, 940 nm, 1550 nm, and 1650 nm, where the penetration depth of light is highest at 940 nm 28 , 32 , 49 , 50 . Below 700 nm and above 950 nm, the penetration of light is challenging owing to the strong absorption from hemoglobin and water molecules.…”
Section: Methodsmentioning
confidence: 99%
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“…Capillary loops consisting of blood glucose molecules are present in the dermal layer of the skin at a 2.0 mm depth, which is easily penetrated by NIR sensors 48 . From the literature, glucose absorption peaks are found at 660 nm, 940 nm, 1550 nm, and 1650 nm, where the penetration depth of light is highest at 940 nm 28 , 32 , 49 , 50 . Below 700 nm and above 950 nm, the penetration of light is challenging owing to the strong absorption from hemoglobin and water molecules.…”
Section: Methodsmentioning
confidence: 99%
“…However, the sensor was not tested above 200 mg/dL 24 , and on a similar number of volunteers 32 , whereas in 29 , the inclusion criteria were anyone > 18 years who had volunteers with chronic kidney disease, which limits the analysis to the possibility of variance and leads to bias. Studies where < 100 patients were considered included only healthy participants 28 , 31 , diabetic, and non-diabetic 26 , 27 and few did not provide any information regarding the volunteers 25 , 30 , 33 . Volunteer demographics play a significant role in the validation and sensitivity of the sensors.…”
Section: Experimental Design and Data Collectionmentioning
confidence: 99%
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