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Stress Tracker—Detecting Acute Stress From a Trackpad: Controlled Study

BACKGROUND: Stress is a risk factor associated with physiological and mental health problems. Unobtrusive, continuous stress sensing would enable precision health monitoring and proactive interventions, but current sensing methods are often inconvenient, expensive, or suffer from limited adherence....

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Autores principales: Goel, Rahul, An, Michael, Alayrangues, Hugo, Koneshloo, Amirhossein, Lincoln, Emmanuel Thierry, Paredes, Pablo Enrique
Formato: Online Artículo Texto
Lenguaje:English
Publicado: JMIR Publications 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7647807/
https://www.ncbi.nlm.nih.gov/pubmed/33095176
http://dx.doi.org/10.2196/22743
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author Goel, Rahul
An, Michael
Alayrangues, Hugo
Koneshloo, Amirhossein
Lincoln, Emmanuel Thierry
Paredes, Pablo Enrique
author_facet Goel, Rahul
An, Michael
Alayrangues, Hugo
Koneshloo, Amirhossein
Lincoln, Emmanuel Thierry
Paredes, Pablo Enrique
author_sort Goel, Rahul
collection PubMed
description BACKGROUND: Stress is a risk factor associated with physiological and mental health problems. Unobtrusive, continuous stress sensing would enable precision health monitoring and proactive interventions, but current sensing methods are often inconvenient, expensive, or suffer from limited adherence. Prior work has shown the possibility to detect acute stress using biomechanical models derived from passive logging of computer input devices. OBJECTIVE: Our objective is to detect acute stress from passive movement measurements of everyday interactions on a laptop trackpad: (1) click, (2) steer, and (3) drag and drop. METHODS: We built upon previous work, detecting acute stress through the biomechanical analyses of canonical computer mouse interactions and extended it to study similar interactions with the trackpad. A total of 18 participants carried out 40 trials each of three different types of movement—(1) click, (2) steer, and (3) drag and drop—under both relaxed and stressed conditions. RESULTS: The mean and SD of the contact area under the finger were higher when clicking trials were performed under stressed versus relaxed conditions (mean area: P=.009, effect size=0.76; SD area: P=.01, effect size=0.69). Further, our results show that as little as 4 clicks on a trackpad can be used to detect binary levels of acute stress (ie, whether it is present or not). CONCLUSIONS: We present evidence that scalable, inexpensive, and unobtrusive stress sensing can be done via repurposing passive monitoring of computer trackpad usage.
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spelling pubmed-76478072020-11-17 Stress Tracker—Detecting Acute Stress From a Trackpad: Controlled Study Goel, Rahul An, Michael Alayrangues, Hugo Koneshloo, Amirhossein Lincoln, Emmanuel Thierry Paredes, Pablo Enrique J Med Internet Res Original Paper BACKGROUND: Stress is a risk factor associated with physiological and mental health problems. Unobtrusive, continuous stress sensing would enable precision health monitoring and proactive interventions, but current sensing methods are often inconvenient, expensive, or suffer from limited adherence. Prior work has shown the possibility to detect acute stress using biomechanical models derived from passive logging of computer input devices. OBJECTIVE: Our objective is to detect acute stress from passive movement measurements of everyday interactions on a laptop trackpad: (1) click, (2) steer, and (3) drag and drop. METHODS: We built upon previous work, detecting acute stress through the biomechanical analyses of canonical computer mouse interactions and extended it to study similar interactions with the trackpad. A total of 18 participants carried out 40 trials each of three different types of movement—(1) click, (2) steer, and (3) drag and drop—under both relaxed and stressed conditions. RESULTS: The mean and SD of the contact area under the finger were higher when clicking trials were performed under stressed versus relaxed conditions (mean area: P=.009, effect size=0.76; SD area: P=.01, effect size=0.69). Further, our results show that as little as 4 clicks on a trackpad can be used to detect binary levels of acute stress (ie, whether it is present or not). CONCLUSIONS: We present evidence that scalable, inexpensive, and unobtrusive stress sensing can be done via repurposing passive monitoring of computer trackpad usage. JMIR Publications 2020-10-23 /pmc/articles/PMC7647807/ /pubmed/33095176 http://dx.doi.org/10.2196/22743 Text en ©Rahul Goel, Michael An, Hugo Alayrangues, Amirhossein Koneshloo, Emmanuel Thierry Lincoln, Pablo Enrique Paredes. Originally published in the Journal of Medical Internet Research (http://www.jmir.org), 23.10.2020. https://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work, first published in the Journal of Medical Internet Research, is properly cited. The complete bibliographic information, a link to the original publication on http://www.jmir.org/, as well as this copyright and license information must be included.
spellingShingle Original Paper
Goel, Rahul
An, Michael
Alayrangues, Hugo
Koneshloo, Amirhossein
Lincoln, Emmanuel Thierry
Paredes, Pablo Enrique
Stress Tracker—Detecting Acute Stress From a Trackpad: Controlled Study
title Stress Tracker—Detecting Acute Stress From a Trackpad: Controlled Study
title_full Stress Tracker—Detecting Acute Stress From a Trackpad: Controlled Study
title_fullStr Stress Tracker—Detecting Acute Stress From a Trackpad: Controlled Study
title_full_unstemmed Stress Tracker—Detecting Acute Stress From a Trackpad: Controlled Study
title_short Stress Tracker—Detecting Acute Stress From a Trackpad: Controlled Study
title_sort stress tracker—detecting acute stress from a trackpad: controlled study
topic Original Paper
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7647807/
https://www.ncbi.nlm.nih.gov/pubmed/33095176
http://dx.doi.org/10.2196/22743
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