Literature DB >> 29854149

StressHacker: Towards Practical Stress Monitoring in the Wild with Smartwatches.

Tian Hao1, Kimberly N Walter1, Marion J Ball1, Hung-Yang Chang1, Si Sun1, Xinxin Zhu1.   

Abstract

In modern life, the nonstop and pervasive stress tends to keep us on long-lasting high alert, which over time, could lead to a broad range of health problems from depression, metabolic disorders to heart diseases. However, there is a stunning lack of practical tools for effective stress management that can help people navigate through their daily stress. This paper presents the feasibility evaluation of StressHacker, a smartwatch-based system designed to continuously and passively monitor one's stress level using bio-signals obtained from the on-board sensors. With the proliferation of smartwatches, StressHacker is highly accessible and suited for daily use. Our preliminary evaluation is based on 300 hours of data collected in a real-life setting (12 subjects, 29 days). The result suggests that StressHacker is capable of reliably capturing daily stress dynamics (precision = 86.1%, recall = 91.2%), thus with great potential to enable seamless and personalized stress management.

Entities:  

Mesh:

Year:  2018        PMID: 29854149      PMCID: PMC5977663     

Source DB:  PubMed          Journal:  AMIA Annu Symp Proc        ISSN: 1559-4076


  14 in total

1.  Sympathetic and parasympathetic activation in heart rate variability in male hypertensive patients under mental stress.

Authors:  H Ruediger; R Seibt; K Scheuch; M Krause; S Alam
Journal:  J Hum Hypertens       Date:  2004-05       Impact factor: 3.012

2.  The effect of mental stress on heart rate variability and blood pressure during computer work.

Authors:  Nis Hjortskov; Dag Rissén; Anne Katrine Blangsted; Nils Fallentin; Ulf Lundberg; Karen Søgaard
Journal:  Eur J Appl Physiol       Date:  2004-02-27       Impact factor: 3.078

Review 3.  Stress and health: psychological, behavioral, and biological determinants.

Authors:  Neil Schneiderman; Gail Ironson; Scott D Siegel
Journal:  Annu Rev Clin Psychol       Date:  2005       Impact factor: 18.561

4.  Depressed mood is related to high-frequency heart rate variability during stressors.

Authors:  J W Hughes; C M Stoney
Journal:  Psychosom Med       Date:  2000 Nov-Dec       Impact factor: 4.312

5.  Linking Daily Stress Processes and Laboratory-Based Heart Rate Variability in a National Sample of Midlife and Older Adults.

Authors:  Nancy L Sin; Richard P Sloan; Paula S McKinley; David M Almeida
Journal:  Psychosom Med       Date:  2016-06       Impact factor: 4.312

Review 6.  Integrating Out-of-Office Blood Pressure in the Diagnosis and Management of Hypertension.

Authors:  Jordana B Cohen; Debbie L Cohen
Journal:  Curr Cardiol Rep       Date:  2016-11       Impact factor: 2.931

7.  Effect of a weight reduction program on baseline and stress-induced heart rate variability in children with obesity.

Authors:  Nazar Mazurak; Helene Sauer; Katja Weimer; Dirk Dammann; Stephan Zipfel; Björn Horing; Eric R Muth; Martin Teufel; Paul Enck; Isabelle Mack
Journal:  Obesity (Silver Spring)       Date:  2015-12-25       Impact factor: 5.002

8.  cStress: Towards a Gold Standard for Continuous Stress Assessment in the Mobile Environment.

Authors:  Karen Hovsepian; Mustafa al'Absi; Emre Ertin; Thomas Kamarck; Motohiro Nakajima; Santosh Kumar
Journal:  Proc ACM Int Conf Ubiquitous Comput       Date:  2015-09

9.  Higher levels of psychological distress are associated with a higher risk of incident diabetes during 18 year follow-up: results from the British household panel survey.

Authors:  Paula M C Mommersteeg; Raphael Herr; Wobbe P Zijlstra; Sven Schneider; François Pouwer
Journal:  BMC Public Health       Date:  2012-12-23       Impact factor: 3.295

Review 10.  Information bias in health research: definition, pitfalls, and adjustment methods.

Authors:  Alaa Althubaiti
Journal:  J Multidiscip Healthc       Date:  2016-05-04
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  3 in total

1.  Evaluating the Reproducibility of Physiological Stress Detection Models.

Authors:  Varun Mishra; Sougata Sen; Grace Chen; Tian Hao; Jeffrey Rogers; Ching-Hua Chen; David Kotz
Journal:  Proc ACM Interact Mob Wearable Ubiquitous Technol       Date:  2020-12-18

2.  Continuous Detection of Physiological Stress with Commodity Hardware.

Authors:  Varun Mishra; Gunnar Pope; Sarah Lord; Stephanie Lewia; Byron Lowens; Kelly Caine; Sougata Sen; Ryan Halter; David Kotz
Journal:  ACM Trans Comput Healthc       Date:  2020-04

Review 3.  Occupational Stress Monitoring Using Biomarkers and Smartwatches: A Systematic Review.

Authors:  Analúcia Morales; Maria Barbosa; Laura Morás; Silvio César Cazella; Lívia F Sgobbi; Iwens Sene; Gonçalo Marques
Journal:  Sensors (Basel)       Date:  2022-09-02       Impact factor: 3.847

  3 in total

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