Location via proxy:   [ UP ]  
[Report a bug]   [Manage cookies]                
skip to main content
10.1145/3313831.3376757acmconferencesArticle/Chapter ViewAbstractPublication PageschiConference Proceedingsconference-collections
research-article

Evaluating a Personalizable, Inconspicuous Vibrotactile(PIV) Breathing Pacer for In-the-Moment Affect Regulation

Published: 23 April 2020 Publication History

Abstract

Given the prevalence and adverse impact of anxiety, there is considerable interest in using technology to regulate anxiety. Evaluating the efficacy of such technology in terms of both the average effect (the intervention efficacy) and the heterogeneous effect (for whom and in what context the intervention was effective) is of paramount importance. In this paper, we demonstrate the efficacy of PIV, a personalized breathing pacer, in reducing anxiety in the presence of a cognitive stressor. We also quantify the relation between our specific stressor and PIV-user engagement. To our knowledge, this is the first mixed-design study of a vibrotactile affect regulation technology which accounts for a specific stressor and for individual differences in relation to the technology's efficacy. Guidelines in this paper can be applied for designing and evaluating other affect regulation technologies.

Supplementary Material

PDF File (paper628aux.pdf)
The supplementary document was meant to provide 1) a short summary of PIV along with a figure of haptic shape and explanation of what recommended analysis we were referring to in PIV++; 2) a short background review on xgboost regressor and hyperopt package, and further explanation of the model for those interested in reproducibility of our work; (3) a list of Q&A that reviewers have brought up such as whether the intervention change the breathing pattern, whether the treatment and control groups were balanced, and etc.
MP4 File (a628-miri-presentation.mp4)

References

[1]
Touchpoint. https://thetouchpointsolution.com. Accessed 8/31/2019.
[2]
2018. Lief Patch. https://www.youtube.com/watch?v=aclzen-GGTE. Accessed 8/31/2019.
[3]
2018. Lief Therapeutics. https://getlief.com. Accessed 8/31/2019.
[4]
2018. Spire Stone. https://spire.io/pages/stone. Accessed 8/31/2019.
[5]
2018. Vitali Sports Bra. https://vitaliwear.com. Accessed 8/31/2019.
[6]
Chris Allen and David MA Mehler. 2019. Open Science challenges, benefits and tips in early career and beyond. PLoS biology 17, 5 (2019), e3000246.
[7]
Ruben T Azevedo, Nell Bennett, Andreas Bilicki, Jack Hooper, Fotini Markopoulou, and Manos Tsakiris. 2017. The calming effect of a new wearable device during the anticipation of public speech. Scientific Reports 7 (2017).
[8]
Edward M Bowden and Mark Jung-Beeman. 2003. Normative data for 144 compound remote associate problems. Behavior Research Methods, Instruments, & Computers 35, 4 (2003), 634--639.
[9]
breathe App. https://support.apple.com/en-us/HT206999. Accessed 6/7/2019.
[10]
Charles S Carver and Michael F Scheier. 1982. Control theory: A useful conceptual framework for personality--social, clinical, and health psychology. Psychological bulletin 92, 1 (1982), 111. 12All code, anonymized datasets, and learning model discussed in this paper is available on github https://github.com/paris007/PIV_plus_plus.
[11]
Dianne L Chambless, G Craig Caputo, Priscilla Bright, and Richard Gallagher. 1984. Assessment of fear of fear in agoraphobics: the body sensations questionnaire and the agoraphobic cognitions questionnaire. Journal of consulting and clinical psychology 52, 6 (1984), 1090.
[12]
Jean Costa, Alexander T Adams, Malte F Jung, François Guimbetiere, and Tanzeem Choudhury. 2016. EmotionCheck: leveraging bodily signals and false feedback to regulate our emotions. In Proceedings of the 2016 ACM International Joint Conference on Pervasive and Ubiquitous Computing. ACM, 758--769.
[13]
Jean Costa, François Guimbretière, Malte F Jung, and Tanzeem Choudhury. 2019. BoostMeUp: Improving Cognitive Performance in the Moment by Unobtrusively Regulating Emotions with a Smartwatch. Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies 3, 2 (2019), 40.
[14]
Steven Dragutinovich. 1987. Australian factorial confirmation of Vando's Reducer-Augmenter Scale. Personality and individual differences 8, 4 (1987), 489--497.
[15]
Asma Ghandeharioun and Rosalind Picard. 2017. BrightBeat: effortlessly influencing breathing for cultivating calmness and focus. In Proceedings of the 2017 CHI Conference Extended Abstracts on Human Factors in Computing Systems. ACM, 1624--1631.
[16]
Kim L Gratz and Lizabeth Roemer. 2004. Multidimensional assessment of emotion regulation and dysregulation: Development, factor structure, and initial validation of the difficulties in emotion regulation scale. Journal of psychopathology and behavioral assessment 26, 1 (2004), 41--54.
[17]
James J Gross. 2002. Emotion regulation: Affective, cognitive, and social consequences. Psychophysiology 39, 3 (2002), 281--291.
[18]
James J Gross. 2015. The extended process model of emotion regulation: Elaborations, applications, and future directions. Psychological Inquiry 26, 1 (2015), 130--137.
[19]
James J Gross and Oliver P John. 2003. Individual differences in two emotion regulation processes: implications for affect, relationships, and well-being. Journal of personality and social psychology 85, 2 (2003), 348.
[20]
Oliver P John, Sanjay Srivastava, and others. 1999. The Big Five trait taxonomy: History, measurement, and theoretical perspectives. Handbook of personality: Theory and research 2, 1999 (1999), 102--138.
[21]
Peter Kuppens, Francis Tuerlinckx, James A Russell, and Lisa Feldman Barrett. 2013. The relation between valence and arousal in subjective experience. Psychological Bulletin 139, 4 (2013), 917.
[22]
Scott M Lundberg, Gabriel G Erion, and Su-In Lee. 2018. Consistent individualized feature attribution for tree ensembles. arXiv preprint arXiv:1802.03888 (2018).
[23]
Theresa M Marteau and Hilary Bekker. 1992. The development of a six-item short-form of the state scale of the Spielberger State-Trait Anxiety Inventory (STAI). British Journal of Clinical Psychology 31, 3 (1992), 301--306.
[24]
Erin C McKiernan, PE Bourne, CT Brown, S Buck, A Kenall, J Lin, D McDougall, BA Nosek, K Ram, CK Soderberg, and others. 2016. How open science helps researchers succeed, ELife 5. 16800 (2016).
[25]
Pardis Miri, Robert Flory, Andero Uusberg, Heather Culbertson, Richard Harvey, Agata Keman, Erik Peper, and Keith Gross, J. James Marzullo. 2019. PIV: Placement, pattern, and personalization of an inconspicuous vibrotactile breathing pacer. (2019).
[26]
Pardis Miri, Andero Uusberg, Heather Culbertson, Robert Flory, Helen Uusberg, James J. Gross, Keith Marzullo, and Katherine Isbister. 2018. Emotion Regulation in the Wild: Introducing WEHAB System Architecture. In Extended Abstracts of the 2018 CHI Conference on Human Factors in Computing Systems. ACM, LBW021.
[27]
Miri Pardis, Gross James J., Marzullo Keith, Uusberg Andero, and Jusuf Emily. 2019a. Pre-registered Hypothesis. (2019). https://osf.io/epn3h.
[28]
Miri Pardis, Gross James J., Marzullo Keith, Uusberg Andero, and Jusuf Emily. 2019b. Supplemental Material. (2019). https://osf.io/rbk2h/.
[29]
Heather Culbertson Robert Flory Helen Uusberg James J. Gross Keith Marzullo Katherine Isbister Pardis Miri, Andero Uusberg. 2018. Emotion Regulation in the Wild: The WEHAB Approach. Technical Report. University of California, Santa Cruz. https://www.soe.ucsc.edu/sites/default/files/technicalreports/UCSC-SOE-18-04.pdf.
[30]
Pablo E Paredes, Yijun Zhou, Nur Al-Huda Hamdan, Stephanie Balters, Elizabeth Murnane, Wendy Ju, and James A Landay. 2018. Just breathe: In-car interventions for guided slow breathing. Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies 2, 1 (2018), 28.
[31]
Steven Reiss, Rolf A Peterson, David M Gursky, and Richard J McNally. 1986. Anxiety sensitivity, anxiety frequency and the prediction of fearfulness. Behaviour research and therapy 24, 1 (1986), 1--8.
[32]
Lloyd S Shapley. 1953. A value for n-person games. Contributions to the Theory of Games 2, 28 (1953), 307--317.
[33]
Gal Sheppes, Gaurav Suri, and James J Gross. 2015. Emotion regulation and psychopathology. Annual review of clinical psychology 11 (2015), 379--405.
[34]
Eric N Smith, Erik Santoro, Neema Moraveji, Michael Susi, and Alia J Crum. 2019. Integrating wearables in stress management interventions: Promising evidence from a randomized trial. International Journal of Stress Management (2019).
[35]
Alan Vando. 1974. The development of the RA scale: A paper-and-pencil measure of pain tolerance. Personality and Social Psychology Bulletin (1974).

Cited By

View all
  • (2024)Evaluating Doppel’s impact on Anxiety and Focus amongst adults with ADHDPLOS Digital Health10.1371/journal.pdig.00005553:7(e0000555)Online publication date: 29-Jul-2024
  • (2024)BreathePulse: Peripheral Guided Breathing via Implicit Airflow Cues for Information WorkProceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies10.1145/37022118:4(1-33)Online publication date: 21-Nov-2024
  • (2024)breatHaptics: Enabling Granular Rendering of Breath Signals via Haptics using Shape-Changing Soft InterfacesProceedings of the Eighteenth International Conference on Tangible, Embedded, and Embodied Interaction10.1145/3623509.3633372(1-11)Online publication date: 11-Feb-2024
  • Show More Cited By

Index Terms

  1. Evaluating a Personalizable, Inconspicuous Vibrotactile(PIV) Breathing Pacer for In-the-Moment Affect Regulation

      Recommendations

      Comments

      Information & Contributors

      Information

      Published In

      cover image ACM Conferences
      CHI '20: Proceedings of the 2020 CHI Conference on Human Factors in Computing Systems
      April 2020
      10688 pages
      ISBN:9781450367080
      DOI:10.1145/3313831
      Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

      Sponsors

      Publisher

      Association for Computing Machinery

      New York, NY, United States

      Publication History

      Published: 23 April 2020

      Permissions

      Request permissions for this article.

      Check for updates

      Badges

      • Honorable Mention

      Author Tags

      1. affect
      2. affect regulation
      3. anxiety
      4. haptic
      5. linear mixed model
      6. machine learning
      7. pacer
      8. respiration
      9. shapley values
      10. slow-paced breathing
      11. vibrotactile
      12. wearable
      13. xgboost

      Qualifiers

      • Research-article

      Funding Sources

      • National Science Foundation

      Conference

      CHI '20
      Sponsor:

      Acceptance Rates

      Overall Acceptance Rate 6,199 of 26,314 submissions, 24%

      Upcoming Conference

      CHI 2025
      ACM CHI Conference on Human Factors in Computing Systems
      April 26 - May 1, 2025
      Yokohama , Japan

      Contributors

      Other Metrics

      Bibliometrics & Citations

      Bibliometrics

      Article Metrics

      • Downloads (Last 12 months)155
      • Downloads (Last 6 weeks)24
      Reflects downloads up to 24 Dec 2024

      Other Metrics

      Citations

      Cited By

      View all
      • (2024)Evaluating Doppel’s impact on Anxiety and Focus amongst adults with ADHDPLOS Digital Health10.1371/journal.pdig.00005553:7(e0000555)Online publication date: 29-Jul-2024
      • (2024)BreathePulse: Peripheral Guided Breathing via Implicit Airflow Cues for Information WorkProceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies10.1145/37022118:4(1-33)Online publication date: 21-Nov-2024
      • (2024)breatHaptics: Enabling Granular Rendering of Breath Signals via Haptics using Shape-Changing Soft InterfacesProceedings of the Eighteenth International Conference on Tangible, Embedded, and Embodied Interaction10.1145/3623509.3633372(1-11)Online publication date: 11-Feb-2024
      • (2024)Leveraging Idle Games to Incentivize Intermittent and Frequent Practice of Deep BreathingProceedings of the 2024 CHI Conference on Human Factors in Computing Systems10.1145/3613904.3642430(1-17)Online publication date: 11-May-2024
      • (2023)Nature and Natural Rhythm in the Digital World - What's in It for Child–Computer Interaction?: A narrative literature review and an initial design frameworkProceedings of the 26th International Academic Mindtrek Conference10.1145/3616961.3616989(119-132)Online publication date: 3-Oct-2023
      • (2023)Affective Touch as Immediate and Passive Wearable InterventionProceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies10.1145/35694846:4(1-23)Online publication date: 11-Jan-2023
      • (2023)A Descriptive Analysis of a Formative Decade of Research in Affective Haptic System DesignProceedings of the 2023 CHI Conference on Human Factors in Computing Systems10.1145/3544548.3580735(1-23)Online publication date: 19-Apr-2023
      • (2023)Challenges in Evaluating Technological Interventions for Affect RegulationIEEE Transactions on Affective Computing10.1109/TAFFC.2022.317568714:3(2430-2442)Online publication date: 1-Jul-2023
      • (2022)Generating Alerts from Breathing Pattern OutliersSensors10.3390/s2216630622:16(6306)Online publication date: 22-Aug-2022
      • (2022)A calming hug: Design and validation of a tactile aid to ease anxietyPLOS ONE10.1371/journal.pone.025983817:3(e0259838)Online publication date: 9-Mar-2022
      • Show More Cited By

      View Options

      Login options

      View options

      PDF

      View or Download as a PDF file.

      PDF

      eReader

      View online with eReader.

      eReader

      HTML Format

      View this article in HTML Format.

      HTML Format

      Media

      Figures

      Other

      Tables

      Share

      Share

      Share this Publication link

      Share on social media