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Accepted for/Published in: JMIR Formative Research

Date Submitted: Mar 5, 2022
Date Accepted: Apr 27, 2022

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

Time-Varying Associations Between Device-Based and Ecological Momentary Assessment–Reported Sedentary Behaviors and the Concurrent Affective States Among Adolescents: Proof-of-Concept Study

Zink J, Yang CH, Alves JM, McAlister KL, Huh J, Pentz MA, Page KA, Dunton GF, Belcher BR

Time-Varying Associations Between Device-Based and Ecological Momentary Assessment–Reported Sedentary Behaviors and the Concurrent Affective States Among Adolescents: Proof-of-Concept Study

JMIR Form Res 2022;6(6):e37743

DOI: 10.2196/37743

PMID: 35687383

PMCID: 9233247

Time-varying associations between device-based and ecological momentary assessment-reported sedentary behaviors, and concurrent affective states among adolescents: a proof-of-concept study

  • Jennifer Zink; 
  • Chih-Hsiang Yang; 
  • Jasmin M. Alves; 
  • Kelsey L. McAlister; 
  • Jimi Huh; 
  • Mary Ann Pentz; 
  • Kathleen A. Page; 
  • Genevieve F. Dunton; 
  • Britni R. Belcher

ABSTRACT

Background:

Previous studies of affective state-sedentary behavior (SB) associations have not accounted for their potentially time-varying nature and have utilized inconsistent SB measurement modalities. We investigated the within-day, time-varying associations between device-measured SB, ecological momentary assessment (EMA)-reported screen-based SB, and concurrently reported affective states (negative/positive) in youth.

Objective:

This proof-of-concept study had objective of informing the methodology of future work on free-living behavior-affective state associations.

Methods:

Fifteen adolescents (mean [SD] age= 13.07[1.03] years, 66.67% female, 40.00% Hispanic, 66.67% healthy weight) wore thigh-mounted activPAL accelerometers and simultaneously reported on their screen-based SBs and concurrent affective states via EMA for 7-14 days (N=636 occasions). Time-varying effect models (varying slopes) examined how each measure of SB was associated with concurrent affective states from 7am-8pm.

Results:

The time-varying effect model plots revealed that these associations varied in strength across the day. Specifically, device-based SB was related to greater concurrent negative affect only after ~5:00pm and was unrelated to concurrent positive affect. Screen-based SB was related to greater concurrent negative affect only from 7am to ~9am. It was also related to greater concurrent positive affect from 7am to ~9:30am and from ~3pm to ~7pm.

Conclusions:

We provide preliminary evidence to suggest that future confirmatory studies investigating the SB-affective state relationship should consider the time-varying nature of these associations and SB measurement modality. There may be critical time windows when specific types of SBs co-occur with affect, suggesting that interventions may need tailoring by time of day and type of SB if future studies can replicate our findings.


 Citation

Please cite as:

Zink J, Yang CH, Alves JM, McAlister KL, Huh J, Pentz MA, Page KA, Dunton GF, Belcher BR

Time-Varying Associations Between Device-Based and Ecological Momentary Assessment–Reported Sedentary Behaviors and the Concurrent Affective States Among Adolescents: Proof-of-Concept Study

JMIR Form Res 2022;6(6):e37743

DOI: 10.2196/37743

PMID: 35687383

PMCID: 9233247

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