Evidence map›Paper›PMID 41379795›Full record

ArticlePLOS digital health2025

The Healthy Environments and Active Living for Translational Health (HEALTH) Platform: A smartphone-based system for geographic ecological momentary assessment research.

Alexander J Wray, Katelyn R O'Bright, Shiran Zhong, Sean Doherty, Michael Luubert, Jed Long, Catherine E Reining, Christopher J Lemieux, Jon Salter, Jason Gilliland

Abstract read
In one paragraph

Article in PLOS digital health, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing 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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

10 authors.

Alexander J WrayDepartment of Geography and Environment, Western University, London, Ontario, Canada.ORCID https://orcid.org/0000-0002-5405-2266
Katelyn R O'BrightDepartment of Geography and Environmental Studies, Wilfrid Laurier University, Waterloo, Ontario, Canada.ORCID https://orcid.org/0009-0004-9233-8419
Shiran ZhongDepartment of Geography and Environment, Western University, London, Ontario, Canada.
Sean DohertyHuman Environments Analysis Lab, Western University, London, Ontario, Canada.
Michael LuubertEducation & Research, Esri Canada Limited, Toronto, Ontario, Canada.
Jed LongDepartment of Geography and Environment, Western University, London, Ontario, Canada.ORCID https://orcid.org/0000-0003-3961-3085
Catherine E ReiningDepartment of Geography and Environment, Western University, London, Ontario, Canada.
Christopher J LemieuxDepartment of Geography and Environmental Studies, Wilfrid Laurier University, Waterloo, Ontario, Canada.
Jon SalterEducation & Research, Esri Canada Limited, Toronto, Ontario, Canada.
Jason GillilandDepartment of Geography and Environment, Western University, London, Ontario, Canada.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Smartphones have become a widely used tool for delivering digital health interventions and conducting observational research. Many digital health studies adopt an ecological momentary assessment (EMA) methodology, which can be enhanced by collecting participant location data using built-in smartphone technologies. However, there is currently a lack of customizable software capable of supporting geographically explicit research in EMA. To address this gap, we developed the Healthy Environments and Active Living for Translational Health (HEALTH) Platform. The HEALTH Platform is a customizable smartphone application that enables researchers to deliver geographic ecological momentary assessment (GEMA) prompts on a smartphone in real-time based on spatially complex geofence boundaries, to collect audiovisual data, and to flexibly adjust system logic without requiring time-consuming updates to participants' devices. We illustrate the HEALTH Platform's capabilities through a study of park exposure and well-being. This study illustrates how the HEALTH Platform improves upon existing GEMA software platforms by offering greater customization and real-time flexibility in data collection and prompting participants. We observed survey prompt adherence is associated with participant motivation and the complexity of the survey instrument itself, following past EMA research findings. Overall, the HEALTH Platform offers a flexible solution for implementing GEMA in digital health research and practice.

Identifiers

PMID41379795
PMCPMC12697974

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LicenceCC BY
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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 OpenQuestion graph.