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. Author manuscript; available in PMC: 2023 Oct 19.
Published in final edited form as: Proc IEEE Inst Electr Electron Eng. 2023 May 23;111(10):1236–1286. doi: 10.1109/JPROC.2023.3273517

Table 7.

Distinct Emotion-Related Nonverbal Behaviors in Mental Health Disorders Compared to Healthy Controls

Major Depressive Disorder
• Reduced facial expressivity [355, 356] • Reduced variability of head movements [377, 378]
• Less eyebrow movements [379, 358, 380, 381] • More nonspecific gaze patterns [382]
• Looking-down behaviors [382] • Less eye contact with another person [358]
• Reduced hand gestures [379, 381] • Less smiling [379, 358, 380, 383, 381, 360, 359]
• More self-touching [358, 383, 381, 360] • Slower voice [384]
• Reduced rate of speech [384] • More monotonic voice [385, 386, 369, 387]
• Reduced speech [384] • Reduced pitch range [384]
• Slower movements or abnormal postures [388, 372] • Reduced gross motor activity [379, 389, 360]
• Reduced stride length and upward lifting motion of legs [390, 391] • Slower Gait speed [392, 390, 393]
• Arm swing and vertical head movements while walking [393] • Lateral upper body sway while walking [393]
• Slumped posture [394, 393, 395] • Forward inclination of head and shoulders [396, 397]
• Balance difficulties during motor and cognitive tasks [398, 399, 393, 400, 401]
• Impaired balance and lower gait velocity [390, 394, 393, 402] • Difficulty recognizing emotions [403, 404]

Bipolar Disorder
• Reduced levels of facial expressivity [405] • Greater speech tonality [406, 407, 408]
• Less gross motor activity [360]
• More frequent and longer speech pauses when in depressive states [406, 409]
• More postural sway [410] • Difficulty recognizing emotions [411, 412]

Schizophrenia
• Reduced facial expressivity [413, 355, 356, 414] • Less upper facial movement expressing positive emotion [356, 415, 416]
• Less smiling [358, 417, 418]
• Reduced smiling eye gaze and head tilting associated with negative symptoms [419, 420]
• Fewer hand gestures when speaking [373, 421, 419, 422, 420] • Fewer gestures and poses [421]
• Less head nodding [373, 419] • Less head movement [374, 358]
• Lower total time talking [423, 424, 371] • Slower rate of speech [425, 426]
• Longer speech pauses [423, 424, 371, 427] • More pauses [371]
• Flat affect [371] • Forward head posture and lower spine curvature [428]
• Balance difficulties and increased postural sway, [429, 430, 431, 432] • Difficulty walking in a straight fine [433, 434]
• Slower velocity of walking and shorter strides [435] • Difficulty recognizing emotions [411, 412, 436]

Anxiety Disorders
• Less eye contact [437, 438, 439] • Instability of gaze direction [440]
• Grimacing [437] • Nonsymmetrical lip deformations [441]
• Strained face [442] • Eyelid twitching [442]
• Smiled less, [438] • More frequent and faster head movements [443, 444, 445]
• More and faster blinking [443, 446, 447, 448] • Nodded less [438]
• Small rapid head movements [446] • Made fewer gestures [438]
• More physical movements indicative of nervousness (e.g., bouncing their knees, fidgety, reposuring [449, 450, 451, 452, 453, 438]
• Self touching [449] • Speech errors [454]
• Speech dysfluency [437] • More jittery voice [455, 456]
• Slow gait velocity associated with fear of falling [457, 458, 459] • Balance dysfunction [460, 461, 462, 463, 464]
• Slower speed walking [463] • Shorter steps [463]
• Enhanced recognition of anxiety [465, 466]

postTraumatic Stress Disorder
• Monotonous slower flatter speech [369, 467, 468, 469] • Reduced facial emotion [470]
• More anger, aggression, hostility, less joy [471, 470]

Autism Spectrum Disorder
• Distinctions in gait [472] • Difficulty recognizing emotions [473]