Evidence mapPaperPMID 41288258Full record

Trial reportHeadache2026

Engagement and predictors of use of a smartphone app for migraine self-management: A secondary analysis of the EMMA trial.

Stefanie Lysk, Daniel Pach, Tatjana Tissen-Diabaté, Simon Scholler, Claudia M Witt

Abstract readRandomized Controlled Trial
In one paragraph

Trial report in Headache, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

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.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Trial
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

Stefanie LyskInstitute of Social Medicine, Epidemiology and Health Economics, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany.ORCID 0009-0002-4232-9608
Daniel PachInstitute of Social Medicine, Epidemiology and Health Economics, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany.
Tatjana Tissen-DiabatéInstitute of Social Medicine, Epidemiology and Health Economics, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany.
Simon SchollerRobert Koch Institute, Berlin, Germany.
Claudia M WittInstitute for Complementary and Integrative Medicine, University Hospital Zurich and University Zurich, Zurich, Switzerland.

Funding

Newsenselab GmbH
6 · The paper itself

Abstract

objectiveThe objective of this secondary analysis was to examine engagement with a mobile app for migraine self-management and to identify predictors of migraine app usage.

backgroundMigraine self-monitoring and behavioral strategies are central components in migraine self-management, but patient adherence often remains a challenge. Recently, migraine apps have shown promise in enabling more frequent and continuous headache tracking and supporting self-management by integrating behavioral strategies; however, data on patient engagement with these digital interventions are still scarce.

methodsThis secondary analysis of the EMMA trial used the full dataset of the intervention group, which received a migraine app for 24 weeks, and examined app engagement and factors associated with frequent app usage. Outcomes were frequency of app engagement, intensity of app engagement, and time of usage. Potential associated factors included demographics, migraine history, burden of disease, headache management self-efficacy, and first-week app use. Descriptive analyses summarized engagement patterns for the overall app, the diary, and self-management modules. Kaplan-Meier survival curves illustrated usage over time. Univariable linear regression models explored associations between patient characteristics and first-week app usage as predictors of total app usage.

resultsOf the 238 patients, 161 (67.7%) were still actively using the app after 24 weeks. Total active usage days ranged from 1 to 168, with a mean (SD) of 129.7 (52.5) days, corresponding to usage on approximately 77% of days. Among all app modules, the headache and trigger diaries had the highest usage frequencies, with means (SDs) of 110.6 (49.7) and 118.1 (60.9) days, respectively. Engagement with the behavioral self-management modules was lower overall, with faster drop-off rates. Among the behavioral self-management modules, the training module showed the highest usage, with a mean (SD) of 26.2 (33.9) documented training days. Linear regression analyses showed that older age and higher app usage during the first week were associated with more frequent app usage.

conclusionsThis secondary analysis demonstrated high engagement with the headache and trigger diary modules of a migraine app over 6 months. These findings support the potential of smartphone apps to improve adherence to headache self-monitoring. However, engagement with the behavioral self-management modules was lower than intended, highlighting the persistent challenge of promoting adherence to behavioral migraine interventions.

trial registrationGerman Clinical Trials Register: DRKS00024174.

Indexed as

Migraine DisordersMobile ApplicationsSelf-ManagementSmartphoneAdultFemaleHumansMaleMiddle AgedPatient Compliancedigital healthheadache trackingmHealthmigraine appmigraine managementuser engagement

Identifiers

PMID41288258
PMCPMC12849534

What Socratic holds

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.