Maintenance Notice

Due to necessary scheduled maintenance, the JMIR Publications website will be unavailable from Wednesday, July 01, 2020 at 8:00 PM to 10:00 PM EST. We apologize in advance for any inconvenience this may cause you.

Who will be affected?

Accepted for/Published in: JMIR Formative Research

Date Submitted: Oct 7, 2022
Date Accepted: Aug 3, 2023

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

The Dosing of Mobile-Based Just-in-Time Adaptive Self-Management Prompts for Caregivers: Preliminary Findings From a Pilot Microrandomized Study

Wang J, Wu Z, Choi SW, Sen S, Yan X, Miner JA, Sander AM, Lyden AK, Troost JP, Carlozzi NE

The Dosing of Mobile-Based Just-in-Time Adaptive Self-Management Prompts for Caregivers: Preliminary Findings From a Pilot Microrandomized Study

JMIR Form Res 2023;7:e43099

DOI: 10.2196/43099

PMID: 37707948

PMCID: 10540022

Does the Dosing of Mobile-based Just-in-Time-Adaptive Self-Management Prompts Matter? Preliminary Findings from a Pilot Micro-Randomized Study for Caregivers

  • Jitao Wang; 
  • Zhenke Wu; 
  • Sung Won Choi; 
  • Srijan Sen; 
  • Xinghui Yan; 
  • Jennifer A. Miner; 
  • Angelle M. Sander; 
  • Angela K Lyden; 
  • Jonathan P Troost; 
  • Noelle E. Carlozzi

ABSTRACT

Background:

Caregivers of persons with chronic illnesses often face negative stress-related health outcomes and are unavailable for traditional face-to-face interventions due to the intensity and constraints of their caregiver role. Just-in-time adaptive interventions (JITAIs) have emerged as a design framework that is particularly suited for interventional mobile health studies that deliver in-the-moment prompts that aim to promote healthy behavioral and psychological changes while minimizing user burden and expense. While JITAIs have the potential to improve caregivers’ health-related quality of life (HRQOL), their effectiveness for caregivers remains poorly understood.

Objective:

The primary objective of this study is to evaluate dose-response relationship of a JITAI-based self-management intervention involving personalized mobile app notifications targeted at decreasing the level of caregiver strain, anxiety, and depression. The secondary objective is to investigate whether the effectiveness of this mobile health intervention was moderated by caregiver group. We also explored whether the effectiveness of this intervention was moderated by 1) previous HRQOL measures; 2) number of weeks in study; 3) step count; and 4) minutes of sleep.

Methods:

We examined 36 caregivers from 3 disease groups (spinal cord injury, Huntington disease, and allogeneic hematopoietic cell transplantation) in the intervention arm of a larger RCT (subjects in the other arm received no prompts from the mobile app) designed to examine the acceptability and feasibility of this intensive type of trial design. A series of multivariate linear models, implementing a weighted and centered least-squares estimator, were used to assess the JITAI efficacy and effect.

Results:

We found preliminary support for a positive dose-response relationship between the number of administered JITAI messages and JITAI efficacy on improving caregiver strain, anxiety and depression; while most of these associations did not meet conventional levels of significance, there was a significant association between high frequency JITAI and caregiver strain (p = 0.046). In addition, we found that a participants previous weeks’ level of depression moderates JITAI efficacy on depression.

Conclusions:

This study provide preliminary evidence to support the effectiveness of the self-management JITAI and offer practical guidance for designing future personalized JITAI strategies for diverse caregiver groups. Clinical Trial: ClinicalTrials.gov NCT04556591; https://clinicaltrials.gov/ct2/show/NCT04556591


 Citation

Please cite as:

Wang J, Wu Z, Choi SW, Sen S, Yan X, Miner JA, Sander AM, Lyden AK, Troost JP, Carlozzi NE

The Dosing of Mobile-Based Just-in-Time Adaptive Self-Management Prompts for Caregivers: Preliminary Findings From a Pilot Microrandomized Study

JMIR Form Res 2023;7:e43099

DOI: 10.2196/43099

PMID: 37707948

PMCID: 10540022

Download PDF


Request queued. Please wait while the file is being generated. It may take some time.

© The authors. All rights reserved. This is a privileged document currently under peer-review/community review (or an accepted/rejected manuscript). Authors have provided JMIR Publications with an exclusive license to publish this preprint on it's website for review and ahead-of-print citation purposes only. While the final peer-reviewed paper may be licensed under a cc-by license on publication, at this stage authors and publisher expressively prohibit redistribution of this draft paper other than for review purposes.