Early Detection of Social Anxiety Disorder by using Screening Tools and Wearable Sensors

Ismail, Norulhuda; Airij, Awais Gul; Sudirman, Rubita; Omar, Camallil

doi:10.1109/icced51276.2020.9415828

Cited by 2 publications

(4 citation statements)

References 9 publications

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“…Several studies have found good agreement between ECG-based HRV indices and PPG and anxiety [ 33 , 36 , 48 , 50 ]. One study found that PPG had a sensitivity of 83% and a specificity of 93% for assessing anxiety.…”

Section: Resultsmentioning

confidence: 99%

“…Another study found a high correlation ( r =0.81) between self-reported anxiety and anxiety assessment using PPG [ 50 ]. A study on social anxiety disorder found that HR could predict the condition with 88.9% accuracy [ 36 ]. The study which evaluated the Oura Ring for anxiety found a high correlation between EEG and PPG findings ( r =0.98) [ 48 ].…”

Section: Resultsmentioning

confidence: 99%

“…Only 8 patients had a clinical diagnosis [ 33 , 36 , 42 , 47 , 51 , 52 , 54 ]. Only 3 studies compared patients with MDD with those who did not have clinical depression [ 42 , 52 , 54 ].…”

Section: Resultsmentioning

confidence: 99%

“…Although the studies were not equal in terms of quality and sample size, a few studies reported good accuracy in detecting mental health conditions; for example, Long et al [ 45 ] achieved an accuracy of 85.3% over 36 participants after using the Patient Health Questionnaire–9 as the gold standard for detecting depression. Ismail et al [ 36 ] included 34 participants, using social anxiety disorder as a gold standard, for detecting stress. All the developed detectors rely on changes in PPG-based HRV measurements in patients with depression and anxiety.…”

Section: Discussionmentioning

confidence: 99%

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The Use of Photoplethysmography in the Assessment of Mental Health: Scoping Review

Lyzwinski¹,

Elgendi²,

Menon³

2023

JMIR Ment Health

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Background With the rise in mental health problems globally, mobile health provides opportunities for timely medical care and accessibility. One emerging area of mobile health involves the use of photoplethysmography (PPG) to assess and monitor mental health. Objective In recent years, there has been an increase in the use of PPG-based technology for mental health. Therefore, we conducted a review to understand how PPG has been evaluated to assess a range of mental health and psychological problems, including stress, depression, and anxiety. Methods A scoping review was performed using PubMed and Google Scholar databases. Results A total of 24 papers met the inclusion criteria and were included in this review. We identified studies that assessed mental health via PPG using finger- and face-based methods as well as smartphone-based methods. There was variation in study quality. PPG holds promise as a potential complementary technology for detecting changes in mental health, including depression and anxiety. However, rigorous validation is needed in diverse clinical populations to advance PPG technology in tackling mental health problems. Conclusions PPG holds promise for assessing mental health problems; however, more research is required before it can be widely recommended for clinical use.

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Section: Resultsmentioning

confidence: 99%

Section: Resultsmentioning

confidence: 99%

“…Only 8 patients had a clinical diagnosis [ 33 , 36 , 42 , 47 , 51 , 52 , 54 ]. Only 3 studies compared patients with MDD with those who did not have clinical depression [ 42 , 52 , 54 ].…”

Section: Resultsmentioning

confidence: 99%

Section: Discussionmentioning

confidence: 99%

See 2 more Smart Citations

The Use of Photoplethysmography in the Assessment of Mental Health: Scoping Review

Lyzwinski¹,

Elgendi²,

Menon³

2023

JMIR Ment Health

View full text Add to dashboard Cite

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The Use of Photoplethysmography in the Assessment of Mental Health: Scoping Review (Preprint)

Lyzwinski¹,

Elgendi²,

Menon³

2022

Preprint

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BACKGROUND With the rise in mental health problems globally, mobile health provides opportunities for timely medical care and accessibility. One emerging area of mobile health involves the use of photoplethysmography (PPG) to assess and monitor mental health. OBJECTIVE In recent years, there has been an increase in the use of PPG-based technology for mental health. Therefore, we conducted a review to understand how PPG has been evaluated to assess a range of mental health and psychological problems, including stress, depression, and anxiety. METHODS A scoping review was performed using PubMed and Google Scholar databases. RESULTS A total of 24 papers met the inclusion criteria and were included in this review. We identified studies that assessed mental health via PPG using finger- and face-based methods as well as smartphone-based methods. There was variation in study quality. PPG holds promise as a potential complementary technology for detecting changes in mental health, including depression and anxiety. However, rigorous validation is needed in diverse clinical populations to advance PPG technology in tackling mental health problems. CONCLUSIONS PPG holds promise for assessing mental health problems; however, more research is required before it can be widely recommended for clinical use.

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Early Detection of Social Anxiety Disorder by using Screening Tools and Wearable Sensors

Cited by 2 publications

References 9 publications

The Use of Photoplethysmography in the Assessment of Mental Health: Scoping Review

The Use of Photoplethysmography in the Assessment of Mental Health: Scoping Review

The Use of Photoplethysmography in the Assessment of Mental Health: Scoping Review (Preprint)

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