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. 2023 Mar 14;25:e40259. doi: 10.2196/40259

Table 3.

Features of wearable devices used for blood glucose forecasting or prediction.

Authors Wearable technology type Wearable device type Placement of wearable device Device technology or brand Sensing
approach
Devices, n Sensing type Gateway Host device Mode of data transfer
Hina et al [22] Prototype Wearable sensor Finger N/Aa Participatory 1 NIRb, PPGc N/A N/A N/A
Alfian et al [23] Commercial Smart wristband Wrist Mi Band 2: Mi Band 2, Mi Smart Scale, Caresens, and Omro Participatory 4 BLEd sensors Smartphone Cloud Bluetooth
Alarcon-Paredes et al [24] Prototype Wearable sensor Hand N/A Participatory 1 PPG sensor and GSRe sensor N/A N/A N/A
Islam et al [8] Prototype Wearable sensor Finger Raspberry Pi Zero Participatory 1 Raspberry Pi camera N/A Smart devices Internet
Kularathne et al [25] Prototype Wearable sensor Foot Raspberry Pi Zero Opportunistic 1 Tilt switch sensor, calibrated load cell sensor, DHT22f N/A Smart devices Internet
Joshi et al [26] Prototype Wearable sensor Finger N/A Opportunistic 1 NIR Smartphone Cloud Internet
Zhou et al [27] Commercial Smart watch Wrist Glutrac Opportunistic 1 NIR and ECGg Smartphone Cloud Bluetooth
Mahmud et al [28] Prototype Smart watch and wearable sensor Wrist Arduino Nano, Raspberry Pi Opportunistic 2 PPG, temperature, GSR sensors N/A Raspberry Pi Wired
Bent et al [29] Commercial Smart wristband Wrist Empatica E4 Opportunistic 1 PPG, ACCh, EDAi, or GSR sensor, infrared thermopile Smartphone or PC Cloud Bluetooth
Lee et al [9] Prototype Smart watch Wrist Custom Opportunistic 1 PPG and NIR Smartphone Cloud Bluetooth
Shrestha et al [30] Prototype Smart wristband Wrist N/A Participatory 1 Metal oxide semiconductor–based chemical sensors Smartphone Cloud Bluetooth
Li et al [31] Prototype Wearable sensor Wrist Custom Opportunistic 1 NIR N/A None N/A

aN/A: not applicable.

bNIR: near-infrared.

cPPG: photoplethysmography.

dBLE: Bluetooth low energy.

eGSR: galvanic skin response.

fDHT22: digital-output relative humidity and temperature sensor.

gECG: electrocardiogram.

hACC: accelerometer.

iEDA: electrodermal activity.