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Table 1 Common wearable and environmental sensors used in pain estimation

From: The story of pain in people with dementia: a rationale for digital measures

Device

Sensor

Data or estimations

Wristband, smartwatch, smart ring, socks, insoles

Photoplethysmogram (PPG)

Electrocardiogram (EEG)

Heart rate, heart rate variability, blood volume pulse, respiration

Accelerometer, gyroscope, magnetometer

Movement, activity levels, number of steps

Electrodermal activity sensor

Electrodermal activity, stress response

Temperature sensor

Skin temperature

Sensor combinations

Sleep patterns

Smartphone

Battery monitor, screen time monitor

Behavior patterns

Accelerometer, gyroscope, magnetometer

Number of steps

Belts (thoracic, waist, limbs)

Photoplethysmogram (PPG)

Electrocardiogram (EEG)

Heart rate, heart rate variability, blood volume pulse, respiration

Accelerometer, gyroscope, magnetometer

Movement, activity levels, number of steps

Electromyography (EMG)

Muscle activity

Environmental (wall, nightstand, ceiling, furniture)

Radar

Movement, breathing, sleep patterns

Radio

Movement, sleep patterns, pose

Proximity sensors

Posture, movement