Literature DB >> 32318649

I Can't Be Myself: Effects of Wearable Cameras on the Capture of Authentic Behavior in the Wild.

Rawan Alharbi1, Tammy Stump1, Nilofar Vafaie1, Angela Pfammatter1, Bonnie Spring1, Nabil Alshurafa1.   

Abstract

Wearable sensors can provide reliable, automated measures of health behaviors in free-living populations. However, validation of these measures is impossible without observable confirmation of behaviors. Participants have expressed discomfort during the use of ego-centric wearable cameras with first-person view. We argue that mounting the camera on different body locations with a different lens orientation, gives a device recording affordance that has the effect of reducing surveillance and social discomfort compared to ego-centric cameras. We call these types of cameras "activity-oriented" because they are designed to capture a particular activity, rather than the field of view of the wearer. We conducted an experiment of three camera designs with 24 participants, collecting qualitative data on participants' experience while wearing these devices in the wild. We provide a model explaining factors that lead to an increase in social presence and social stigma, which, therefore, create social and surveillance discomfort for the wearer. Wearers' attempts to reduce this discomfort by modifying their behavior or abandoning the device threatens the validity of observations of authentic behaviors. We discuss design implications and provide recommendations to help reduce social presence and stigma in order to improve the validity of observations with cameras in the wild.

Entities:  

Keywords:  activity-oriented camera; free-living populations; groundtruth; privacy; social presence; stigma; wearables

Year:  2018        PMID: 32318649      PMCID: PMC7173726          DOI: 10.1145/3264900

Source DB:  PubMed          Journal:  Proc ACM Interact Mob Wearable Ubiquitous Technol


  19 in total

1.  An ethical framework for automated, wearable cameras in health behavior research.

Authors:  Paul Kelly; Simon J Marshall; Hannah Badland; Jacqueline Kerr; Melody Oliver; Aiden R Doherty; Charlie Foster
Journal:  Am J Prev Med       Date:  2013-03       Impact factor: 5.043

2.  EarBit: Using Wearable Sensors to Detect Eating Episodes in Unconstrained Environments.

Authors:  Abdelkareem Bedri; Richard Li; Malcolm Haynes; Raj Prateek Kosaraju; Ishaan Grover; Temiloluwa Prioleau; Min Yan Beh; Mayank Goel; Thad Starner; Gregory Abowd
Journal:  Proc ACM Interact Mob Wearable Ubiquitous Technol       Date:  2017-09

3.  Development of the 7-Item Binge-Eating Disorder Screener (BEDS-7).

Authors:  Barry K Herman; Linda S Deal; Dana B DiBenedetti; Lauren Nelson; Sheri E Fehnel; T Michelle Brown
Journal:  Prim Care Companion CNS Disord       Date:  2016-04-28

4.  Objective Assessment of Physical Activity: Classifiers for Public Health.

Authors:  Jacqueline Kerr; Ruth E Patterson; Katherine Ellis; Suneeta Godbole; Eileen Johnson; Gert Lanckriet; John Staudenmayer
Journal:  Med Sci Sports Exerc       Date:  2016-05       Impact factor: 5.411

5.  Using the SenseCam to improve classifications of sedentary behavior in free-living settings.

Authors:  Jacqueline Kerr; Simon J Marshall; Suneeta Godbole; Jacqueline Chen; Amanda Legge; Aiden R Doherty; Paul Kelly; Melody Oliver; Hannah M Badland; Charlie Foster
Journal:  Am J Prev Med       Date:  2013-03       Impact factor: 5.043

6.  Barriers and Negative Nudges: Exploring Challenges in Food Journaling.

Authors:  Felicia Cordeiro; Daniel A Epstein; Edison Thomaz; Elizabeth Bales; Arvind K Jagannathan; Gregory D Abowd; James Fogarty
Journal:  Proc SIGCHI Conf Hum Factor Comput Syst       Date:  2015-04

7.  Discrepancy between self-reported and actual caloric intake and exercise in obese subjects.

Authors:  S W Lichtman; K Pisarska; E R Berman; M Pestone; H Dowling; E Offenbacher; H Weisel; S Heshka; D E Matthews; S B Heymsfield
Journal:  N Engl J Med       Date:  1992-12-31       Impact factor: 91.245

8.  Engaging research participants to inform the ethical conduct of mobile imaging, pervasive sensing, and location tracking research.

Authors:  Camille Nebeker; Tiffany Lagare; Michelle Takemoto; Brittany Lewars; Katie Crist; Cinnamon S Bloss; Jacqueline Kerr
Journal:  Transl Behav Med       Date:  2016-12       Impact factor: 3.046

9.  The Power of Food Scale. A new measure of the psychological influence of the food environment.

Authors:  Michael R Lowe; Meghan L Butryn; Elizabeth R Didie; Rachel A Annunziato; J Graham Thomas; Canice E Crerand; Christopher N Ochner; Maria C Coletta; Dara Bellace; Matthew Wallaert; Jason Halford
Journal:  Appetite       Date:  2009-06-12       Impact factor: 3.868

10.  Experiences of using a wearable camera to record activity, participation and health-related behaviours: Qualitative reflections of using the Sensecam.

Authors:  Gemma Wilson; Derek Jones; Patricia Schofield; Denis J Martin
Journal:  Digit Health       Date:  2016-11-01
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  4 in total

1.  NeckSense: A Multi-Sensor Necklace for Detecting Eating Activities in Free-Living Conditions.

Authors:  Shibo Zhang; Yuqi Zhao; Dzung Tri Nguyen; Runsheng Xu; Sougata Sen; Josiah Hester; Nabil Alshurafa
Journal:  Proc ACM Interact Mob Wearable Ubiquitous Technol       Date:  2020-06

2.  Association of number of bites and eating speed with energy intake: Wearable technology results under free-living conditions.

Authors:  Nabil Alshurafa; Shibo Zhang; Christopher Romano; Hui Zhang; Angela Fidler Pfammatter; Annie W Lin
Journal:  Appetite       Date:  2021-08-18       Impact factor: 3.868

3.  Validation of an Automated Wearable Camera-Based Image-Assisted Recall Method and the 24-h Recall Method for Assessing Women's Time Allocation in a Nutritionally Vulnerable Population: The Case of Rural Uganda.

Authors:  Andrea L S Bulungu; Luigi Palla; Jan Priebe; Lora Forsythe; Pamela Katic; Gwen Varley; Bernice D Galinda; Nakimuli Sarah; Joweria Nambooze; Kate Wellard; Elaine L Ferguson
Journal:  Nutrients       Date:  2022-04-27       Impact factor: 6.706

Review 4.  Deep Learning in Human Activity Recognition with Wearable Sensors: A Review on Advances.

Authors:  Shibo Zhang; Yaxuan Li; Shen Zhang; Farzad Shahabi; Stephen Xia; Yu Deng; Nabil Alshurafa
Journal:  Sensors (Basel)       Date:  2022-02-14       Impact factor: 3.576

  4 in total

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