SynthesisJournal of medical Internet research2019
What Affects the Completion of Ecological Momentary Assessments in Chronic Pain Research? An Individual Patient Data Meta-Analysis.
Synthesis in Journal of medical Internet research, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 74 papers, 4 of them syntheses that pooled it.
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The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
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Who cites it
74 citing papers in PubMed, 4 syntheses or guidelines pooled it.
- Readdressing the Ongoing Challenge of Missing Data in Youth Ecological Momentary Assessment Studies: Meta-Analysis Update.Journal of medical Internet research · 2025Pooled it
- Ecological Momentary Assessment: A Meta-Analysis on Designs, Samples, and Compliance Across Research Fields.Assessment · 2023Pooled it
- II. Indices of Pain Intensity Derived From Ecological Momentary Assessments and Their Relationships With Patient Functioning: An Individual Patient Data Meta-analysis.The journal of pain · 2021Pooled it
- Compliance With Mobile Ecological Momentary Assessment of Self-Reported Health-Related Behaviors and Psychological Constructs in Adults: Systematic Review and Meta-analysis.Journal of medical Internet research · 2021Pooled it
- Smartphone-Based Ecological Momentary Assessment of Pain in Older Adults Undergoing Auricular Point Acupressure for Chronic Low Back Pain: Secondary Analysis of a Randomized Controlled Trial.JMIR formative research · 2026Trial
- Trial
- Telephone Counseling and Messaging Guided by Mobile Profiling of Tobacco Users for Smoking Cessation: A Randomized Clinical Trial.JAMA network open · 2025Trial
- Investigating Best Practices for Ecological Momentary Assessment: Nationwide Factorial Experiment.Journal of medical Internet research · 2024Trial
- A preliminary randomized trial of reinforcement contingencies to improve compliance with ecological momentary assessment.Translational behavioral medicine · 2024Trial
- Evaluating Declines in Compliance With Ecological Momentary Assessment in Longitudinal Health Behavior Research: Analyses From a Clinical Trial.Journal of medical Internet research · 2023Trial
- III. Detecting Treatment Effects in Clinical Trials With Different Indices of Pain Intensity Derived From Ecological Momentary Assessment.The journal of pain · 2021Trial
- A randomized community trial to advance digital epidemiological and mHealth citizen scientist compliance: A smart platform study.PloS one · 2021Trial
- Too Little, Too Much: Evidence for Quadratic Patterns in Emotion Regulation Strategy Use in Daily Life.Affective science · 2026Article
- Momentary Mood and Affiliation Following Social Interactions in the Digital Age: Longitudinal Study Investigating Associations With Anxiety and Depression.JMIR mental health · 2026Article
- Detecting Binge Eating Risk With Naturalistic Data and Machine Learning: A Comparative Observational Study.The International journal of eating disorders · 2026Observational
- Developing an integrated medication event monitoring system and smartphone-based ecological momentary assessment delivery platform to identify real-time factors influencing TB treatment adherence in South Africa.Journal of clinical tuberculosis and other mycobacterial diseases · 2026Article
- Daily symptom monitoring is sustainable over months: retention, not compliance, is the primary barrier to long-duration digital tracking.medRxiv : the preprint server for health sciences · 2026Article
- Uncovering latent trajectories of daily tinnitus symptoms through app-based monitoring during treatment.Internet interventions · 2026Article
- Investigating dynamics in attentive and inattentive responding together with their contextual correlates using a novel mixture IRT model for intensive longitudinal data.The British journal of mathematical and statistical psychology · 2026Article
- Adherence to ecological momentary assessment studies in children and adolescents with psychopathology: A systematic review with meta-analysis.NPP - digital psychiatry and neuroscience · 2026Article
14 more citing papers are in PubMed but not listed here.
Corrections and comments
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Authors and funding
4 authors.
Funding
Abstract
backgroundEcological momentary assessment (EMA) involves repeated sampling of people's current experiences in real time in their natural environments, which offers a granular perspective on patients' experience of pain and other symptoms. However, EMA can be burdensome to patients, and its benefits depend upon patients' engagement in the assessments.
objectiveThe goal of this study was to investigate factors affecting EMA-completion rates among patients with chronic pain.
methodsThis individual patient data meta-analysis was based on 12 EMA datasets that examined patients with chronic noncancer-related pain (n=701). The EMA-completion rates were calculated on a daily basis for each patient. Multilevel models were used to test the following predictors of completion rates at different levels: within-patient factors (days into the study and daily pain level), between-patient factors (age, sex, pain diagnosis, and average pain level per person), and between-study EMA design factors (study duration, sampling density, and survey length).
resultsAcross datasets, an EMA-completion rate of 85% was observed. The strongest results were found for the between-patient factor age: Younger respondents reported lower completion rates than older respondents (P=.002). One within-patient factor, study day, was associated with completion rates (P<.001): over the course of the studies, the completion rates declined. The two abovementioned factors interacted with each other (P=.02) in that younger participants showed a more rapid decline in EMA completion over time. In addition, none of the other hypothesized factors including gender, chronic pain diagnoses, pain intensity levels, or measures of study burden showed any significant effects.
conclusionMany factors thought to influence the EMA-completion rates in chronic pain studies were not confirmed. However, future EMA research in chronic pain should note that study length and young age can impact the quality of the momentary data and devise strategies to maximize completion rates across different age groups and study days.
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