Literature DB >> 25821861

Are We There Yet? Feasibility of Continuous Stress Assessment via Wireless Physiological Sensors.

Mahbubur Rahman1, Rummana Bari2, Amin Ahsan Ali3, Moushumi Sharmin4, Andrew Raij5, Karen Hovsepian6, Syed Monowar Hossain, Emre Ertin, Ashley Kennedy, David H Epstein, Kenzie L Preston, Michelle Jobes, J Gayle Beck, Satish Kedia, Kenneth D Ward, Mustafa al'Absi, Santosh Kumar.   

Abstract

Stress can lead to headaches and fatigue, precipitate addictive behaviors (e.g., smoking, alcohol and drug use), and lead to cardiovascular diseases and cancer. Continuous assessment of stress from sensors can be used for timely delivery of a variety of interventions to reduce or avoid stress. We investigate the feasibility of continuous stress measurement via two field studies using wireless physiological sensors - a four-week study with illicit drug users (n = 40), and a one-week study with daily smokers and social drinkers (n = 30). We find that 11+ hours/day of usable data can be obtained in a 4-week study. Significant learning effect is observed after the first week and data yield is seen to be increasing over time even in the fourth week. We propose a framework to analyze sensor data yield and find that losses in wireless channel is negligible; the main hurdle in further improving data yield is the attachment constraint. We show the feasibility of measuring stress minutes preceding events of interest and observe the sensor-derived stress to be rising prior to self-reported stress and smoking events.

Entities:  

Keywords:  Mobile Health; Stress; Wireless Physiological Sensor

Year:  2014        PMID: 25821861      PMCID: PMC4374173          DOI: 10.1145/2649387.2649433

Source DB:  PubMed          Journal:  ACM BCB


  21 in total

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Review 8.  Continuous objective monitoring of alcohol use: twenty-first century measurement using transdermal sensors.

Authors:  Thad R Leffingwell; Nathaniel J Cooney; James G Murphy; Susan Luczak; Gary Rosen; Donald M Dougherty; Nancy P Barnett
Journal:  Alcohol Clin Exp Res       Date:  2012-07-23       Impact factor: 3.455

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Authors:  G P Chrousos; P W Gold
Journal:  JAMA       Date:  1992-03-04       Impact factor: 56.272

10.  Validity of physical activity monitors during daily life in patients with COPD.

Authors:  Roberto A Rabinovich; Zafeiris Louvaris; Yogini Raste; Daniel Langer; Hans Van Remoortel; Santiago Giavedoni; Chris Burtin; Eloisa M G Regueiro; Ioannis Vogiatzis; Nicholas S Hopkinson; Michael I Polkey; Frederick J Wilson; William Macnee; Klaas R Westerterp; Thierry Troosters
Journal:  Eur Respir J       Date:  2013-02-08       Impact factor: 16.671

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  18 in total

1.  Some of the people, some of the time: field evidence for associations and dissociations between stress and drug use.

Authors:  Melody Furnari; David H Epstein; Karran A Phillips; Michelle L Jobes; William J Kowalczyk; Massoud Vahabzadeh; Jia-Ling Lin; Kenzie L Preston
Journal:  Psychopharmacology (Berl)       Date:  2015-07-09       Impact factor: 4.530

2.  Domain Adaptation Methods for Improving Lab-to-field Generalization of Cocaine Detection using Wearable ECG.

Authors:  Annamalai Natarajan; Gustavo Angarita; Edward Gaiser; Robert Malison; Deepak Ganesan; Benjamin M Marlin
Journal:  Proc ACM Int Conf Ubiquitous Comput       Date:  2016-09

3.  Chronodes: Interactive Multifocus Exploration of Event Sequences.

Authors:  Peter J Polack; Shang-Tse Chen; Minsuk Kahng; Kaya DE Barbaro; Rahul Basole; Moushumi Sharmin; Duen Horng Chau
Journal:  ACM Trans Interact Intell Syst       Date:  2018-02

Review 4.  Combining ecological momentary assessment with objective, ambulatory measures of behavior and physiology in substance-use research.

Authors:  Jeremiah W Bertz; David H Epstein; Kenzie L Preston
Journal:  Addict Behav       Date:  2017-11-16       Impact factor: 3.913

5.  Context and craving during stressful events in the daily lives of drug-dependent patients.

Authors:  Kenzie L Preston; William J Kowalczyk; Karran A Phillips; Michelle L Jobes; Massoud Vahabzadeh; Jia-Ling Lin; Mustapha Mezghanni; David H Epstein
Journal:  Psychopharmacology (Berl)       Date:  2017-06-08       Impact factor: 4.530

6.  mSieve: Differential Behavioral Privacy in Time Series of Mobile Sensor Data.

Authors:  Nazir Saleheen; Supriyo Chakraborty; Nasir Ali; Md Mahbubur Rahman; Syed Monowar Hossain; Rummana Bari; Eugene Buder; Mani Srivastava; Santosh Kumar
Journal:  Proc ACM Int Conf Ubiquitous Comput       Date:  2016-09

7.  Exacerbated Craving in the Presence of Stress and Drug Cues in Drug-Dependent Patients.

Authors:  Kenzie L Preston; William J Kowalczyk; Karran A Phillips; Michelle L Jobes; Massoud Vahabzadeh; Jia-Ling Lin; Mustapha Mezghanni; David H Epstein
Journal:  Neuropsychopharmacology       Date:  2017-11-06       Impact factor: 7.853

8.  Visualization of Time-Series Sensor Data to Inform the Design of Just-In-Time Adaptive Stress Interventions.

Authors:  Moushumi Sharmin; Andrew Raij; David Epstien; Inbal Nahum-Shani; J Gayle Beck; Sudip Vhaduri; Kenzie Preston; Santosh Kumar
Journal:  Proc ACM Int Conf Ubiquitous Comput       Date:  2015-09

9.  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

10.  puffMarker: A Multi-Sensor Approach for Pinpointing the Timing of First Lapse in Smoking Cessation.

Authors:  Nazir Saleheen; Amin Ahsan Ali; Syed Monowar Hossain; Hillol Sarker; Soujanya Chatterjee; Benjamin Marlin; Emre Ertin; Mustafa al'Absi; Santosh Kumar
Journal:  Proc ACM Int Conf Ubiquitous Comput       Date:  2015-09
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