Table 1.
Physiological signals, EEG, and eye movement-related metrics and explanations.
| Hierarchy | Indicator | Description | Equipment |
|---|---|---|---|
| Psychological | Heart rate | Heart rate is increased with elevated activity levels, stressful conditions, and stimulation but decreased by quiet and relaxed states (Pham et al., 2021). | ErgoLAB Finger Biosensing Smart Wearable Finger Sensor ErgoLAB Wrist Biosensing Smart Wearable Wrist Sensor ErgoLAB Chest Biosensing Smart Wearable Chest Strap Sensor |
| Respiratory rate | An index of the balance between sympathetic and parasympathetic activity. A high respiratory rate is typically associated with stress, anxiety, and tension. A low respiratory rate is usually associated with relaxation and meditative states (Pham et al., 2021). | ||
| Low-frequency/high-frequency ratio | A higher ratio suggests dominance of sympathetic activity (stress or arousal), whereas a lower ratio indicates higher parasympathetic activity (relaxation) (Immanuel et al., 2023). | ||
| Electroencephalography | α-EEG | Increased alpha activity is commonly observed when an individual is in a relaxed, meditative state, or during quiet wakefulness with eyes closed (Laufs et al., 2003). | ErgoLAB EEG Wearable Hydrogel Electrode EEG Device |
| β-EEG | High beta activity is associated with heightened cognitive activity, attention, stress, and anxiety (Palacios-García et al., 2021). | ||
| β/α | A higher β/α ratio often indicates increased stress and anxiety levels, whereas a lower ratio suggests a more relaxed state (Palacios-García et al., 2021). | ||
| Eye-tracking | Average pupil diameter | An increase in pupil size (pupil dilation) is often associated with a higher cognitive load, increased attention, and stress or arousal. Conversely, pupil constriction can indicate a state of relaxation or low cognitive demand (Beatty and Lucero-Wagoner, 2000). | Tobii Pro Glasses2 wearable eye tracker |
| Fixation frequency | Higher fixation rates can indicate sustained attention and detailed processing of visual information, whereas lower fixation rates might suggest distraction or a broader, less focused scan of the environment (Holmqvist et al., 2011). | ||
| Saccade frequency | A higher saccade rate can indicate exploratory behaviour and the search for new information, often associated with increased cognitive load or stress. A lower saccade rate may indicate focused attention and fewer transitions between visual targets (Holmqvist et al., 2011). |
EEG, electroencephalographic activity.