Unknown

Dataset Information

0

Physical Activity Dynamics During a Digital Messaging Intervention Changed After the Pandemic Declaration.


ABSTRACT:

Background

The COVID-19 pandemic adversely impacted physical activity, but little is known about how contextual changes following the pandemic declaration impacted either the dynamics of people's physical activity or their responses to micro-interventions for promoting physical activity.

Purpose

This paper explored the effect of the COVID-19 pandemic on the dynamics of physical activity responses to digital message interventions.

Methods

Insufficiently-active young adults (18-29 years; N = 22) were recruited from November 2019 to January 2020 and wore a Fitbit smartwatch for 6 months. They received 0-6 messages/day via smartphone app notifications, timed and selected at random from three content libraries (Move More, Sit Less, and Inspirational Quotes). System identification techniques from control systems engineering were used to identify person-specific dynamical models of physical activity in response to messages before and after the pandemic declaration on March 13, 2020.

Results

Daily step counts decreased significantly following the pandemic declaration on weekdays (Cohen's d = -1.40) but not on weekends (d = -0.26). The mean overall speed of the response describing physical activity (dominant pole magnitude) did not change significantly on either weekdays (d = -0.18) or weekends (d = -0.21). In contrast, there was limited rank-order consistency in specific features of intervention responses from before to after the pandemic declaration.

Conclusions

Generalizing models of behavioral dynamics across dramatically different environmental contexts (and participants) may lead to flawed decision rules for just-in-time physical activity interventions. Periodic model-based adaptations to person-specific decision rules (i.e., continuous tuning interventions) for digital messages are recommended when contexts change.

SUBMITTER: Hojjatinia S 

PROVIDER: S-EPMC9384787 | biostudies-literature | 2022 Nov

REPOSITORIES: biostudies-literature

altmetric image

Publications

Physical Activity Dynamics During a Digital Messaging Intervention Changed After the Pandemic Declaration.

Hojjatinia Sahar S   Lee Alexandra M AM   Hojjatinia Sarah S   Lagoa Constantino M CM   Brunke-Reese Deborah D   Conroy David E DE  

Annals of behavioral medicine : a publication of the Society of Behavioral Medicine 20221101 11


<h4>Background</h4>The COVID-19 pandemic adversely impacted physical activity, but little is known about how contextual changes following the pandemic declaration impacted either the dynamics of people's physical activity or their responses to micro-interventions for promoting physical activity.<h4>Purpose</h4>This paper explored the effect of the COVID-19 pandemic on the dynamics of physical activity responses to digital message interventions.<h4>Methods</h4>Insufficiently-active young adults (  ...[more]

Similar Datasets

| S-EPMC8514055 | biostudies-literature
| S-EPMC8790686 | biostudies-literature
| S-EPMC9962854 | biostudies-literature
2021-02-23 | E-MTAB-10067 | biostudies-arrayexpress
| S-EPMC10522008 | biostudies-literature
| S-EPMC10067684 | biostudies-literature
| S-EPMC10867743 | biostudies-literature
| S-EPMC8425069 | biostudies-literature
| S-EPMC11449325 | biostudies-literature