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Accepted for/Published in: JMIR mHealth and uHealth

Date Submitted: Jun 16, 2018
Open Peer Review Period: Jun 16, 2018 - Aug 11, 2018
Date Accepted: Dec 10, 2018
(closed for review but you can still tweet)

The final, peer-reviewed published version of this preprint can be found here:

Physical Activity Trend eXtraction: A Framework for Extracting Moderate-Vigorous Physical Activity Trends From Wearable Fitness Tracker Data

Faust L, Wang C, Hachen D, Lizardo O, Chawla NV

Physical Activity Trend eXtraction: A Framework for Extracting Moderate-Vigorous Physical Activity Trends From Wearable Fitness Tracker Data

JMIR Mhealth Uhealth 2019;7(3):e11075

DOI: 10.2196/11075

PMID: 30860488

PMCID: 6434402

Exercise, Mental Health, and Perceptions: Assessing Long-term Physical Activity Changes Using Wearable Fitness Trackers

  • Louis Faust; 
  • Cheng Wang; 
  • David Hachen; 
  • Omar Lizardo; 
  • Nitesh V Chawla

ABSTRACT

Background:

The health behaviors young adults develop in college have been shown to have a lasting impact throughout their lives. With the rise in popularity of physical activity trackers, these health behaviors can now be monitored unobtrusively and continuously to provide more accurate representations of students moderate-to-vigorous physical activity (MVPA) patterns.

Objective:

The objectives of this study were to determine whether participants experience a long-term change in their MVPA and to assess the impact of these changes.

Methods:

We examine a college cohort of 123 students across two academic years (18 months) using Fitbit Charge HRs. Personal data from surveys administered to students once a semester covered physical and mental health perceptions and activity preferences. A smartphone application allowed social networks to be mapped based on who students communicated with through phone calls and SMS.

Results:

We observe 41 students who experienced a significant increase in MVPA (α = .05) and 44 students who experienced a significant decrease in MVPA (α = .05). Increases in MVPA were associated with an improved self-image over time (P = .01), while decreases were associated with increased risks of depression and anxiety (P < .001). Among the students who decreased in MVPA, students with an alter who also decreased in MVPA were less likely to notice changes in their own MVPA (P = .39) while students without an alter who decreased in MVPA were more likely to notice these changes (P = .056).

Conclusions:

Through our assessment of changes in long-term MVPA, we further support the association between exercise and mental health through highly granular, objective measurements of MVPA. We also provide suggestive evidence of an association between one’s self-perception and social network, where an individual may be less likely to perceive changes in their health behaviors if these changes are reflected among their friends. The ability to perceive changes in one’s health behaviors may serve as an important aspect of correcting and promoting these behaviors in a college setting and warrants further study.


 Citation

Please cite as:

Faust L, Wang C, Hachen D, Lizardo O, Chawla NV

Physical Activity Trend eXtraction: A Framework for Extracting Moderate-Vigorous Physical Activity Trends From Wearable Fitness Tracker Data

JMIR Mhealth Uhealth 2019;7(3):e11075

DOI: 10.2196/11075

PMID: 30860488

PMCID: 6434402

Per the author's request the PDF is not available.

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