Feasibility of Integrating Wearable Devices and Ecological Momentary Assessment for Real-Time Environmental Exposure Estimation: Proof-of-Concept Study
Abstract BackgroundEnvironmental exposures such as heat and air pollution are critical determinants of health, yet traditional assessment methods rely on stationary monitors or residential address proxies that fail to capture the exposures that individuals experience throughou...
| 出版年: | JMIR Formative Research |
|---|---|
| 主要な著者: | , , , , , |
| フォーマット: | 論文 |
| 言語: | 英語 |
| 出版事項: |
JMIR Publications
2026-05-01
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| オンライン・アクセス: | https://formative.jmir.org/2026/1/e86615 |
| _version_ | 1875635843506372608 |
|---|---|
| author | Sameera Ramjan Melissa Blum Rung-Yu Tseng Katherine Davey Ahmed Duke Shereen Yoko Nomura |
| author_facet | Sameera Ramjan Melissa Blum Rung-Yu Tseng Katherine Davey Ahmed Duke Shereen Yoko Nomura |
| author_sort | Sameera Ramjan |
| collection | DOAJ |
| container_title | JMIR Formative Research |
| description |
Abstract
BackgroundEnvironmental exposures such as heat and air pollution are critical determinants of health, yet traditional assessment methods rely on stationary monitors or residential address proxies that fail to capture the exposures that individuals experience throughout the day.
ObjectiveThis pilot study aimed to assess the feasibility of integrating ecological momentary assessment (EMA), wearable devices, and continuous GPS tracking to capture real-time environmental exposures and to explore associations with concurrent health outcomes.
MethodsIn total, 7 young adults (aged approximately 16 to 24 years; 5/7, 71% female) wore Fitbit Charge 6 watches from July 2025 to August 2025 (mean 28.1, SD 1.1 days), recording sleep quality and duration, resting heart rate, breathing rate, heart rate variability, and physical activity. GPS location measured at up to 5-minute intervals (mean 19.7, SD 25.8 measurements per day) was linked to ambient temperature, humidity, and air pollution data (
ResultsOf the 7 participants, 5 (71%) met predefined feasibility targets. Mean compliance included 565 (SD 457) GPS coordinates per participant, 1.4 (SD 0.2) EMA surveys per day, and complete Fitbit sleep data on 64% (SD 27%) of days. Surveys identified barriers to compliance, including perceived complexity of the system and forgetting to put the Fitbit watch back on after removing it. Exploratory correlations (6/7, 86% of participants with complete Fitbit data) revealed associations between
ConclusionsThis study demonstrates that the multimodal integration of wearable devices, GPS tracking, and EMA is feasible for capturing real-time environmental exposures and concurrent health outcomes in young adults. This approach addresses critical exposure misclassification issues in environmental health research that relies on residential addresses as proxies. Preliminary patterns suggest complex relationships between environmental exposures and both physiological and emotional outcomes, warranting further investigation in larger, more diverse samples. This approach could inform future personalized environmental health interventions. |
| format | Article |
| id | doaj-art-e510dfdcfeb64d1bbedd2181598a7cfe |
| institution | Directory of Open Access Journals |
| issn | 2561-326X |
| language | English |
| publishDate | 2026-05-01 |
| publisher | JMIR Publications |
| record_format | Article |
| spelling | doaj-art-e510dfdcfeb64d1bbedd2181598a7cfe2026-05-15T18:40:58ZengJMIR PublicationsJMIR Formative Research2561-326X2026-05-0110e86615e8661510.2196/86615Feasibility of Integrating Wearable Devices and Ecological Momentary Assessment for Real-Time Environmental Exposure Estimation: Proof-of-Concept StudySameera Ramjanhttp://orcid.org/0000-0003-4311-5353Melissa Blumhttp://orcid.org/0000-0001-5372-9004Rung-Yu Tsenghttp://orcid.org/0009-0007-9779-8280Katherine Daveyhttp://orcid.org/0009-0001-5315-2505Ahmed Duke Shereenhttp://orcid.org/0000-0002-2293-5611Yoko Nomurahttp://orcid.org/0000-0002-2143-3257 Abstract BackgroundEnvironmental exposures such as heat and air pollution are critical determinants of health, yet traditional assessment methods rely on stationary monitors or residential address proxies that fail to capture the exposures that individuals experience throughout the day. ObjectiveThis pilot study aimed to assess the feasibility of integrating ecological momentary assessment (EMA), wearable devices, and continuous GPS tracking to capture real-time environmental exposures and to explore associations with concurrent health outcomes. MethodsIn total, 7 young adults (aged approximately 16 to 24 years; 5/7, 71% female) wore Fitbit Charge 6 watches from July 2025 to August 2025 (mean 28.1, SD 1.1 days), recording sleep quality and duration, resting heart rate, breathing rate, heart rate variability, and physical activity. GPS location measured at up to 5-minute intervals (mean 19.7, SD 25.8 measurements per day) was linked to ambient temperature, humidity, and air pollution data ( ResultsOf the 7 participants, 5 (71%) met predefined feasibility targets. Mean compliance included 565 (SD 457) GPS coordinates per participant, 1.4 (SD 0.2) EMA surveys per day, and complete Fitbit sleep data on 64% (SD 27%) of days. Surveys identified barriers to compliance, including perceived complexity of the system and forgetting to put the Fitbit watch back on after removing it. Exploratory correlations (6/7, 86% of participants with complete Fitbit data) revealed associations between ConclusionsThis study demonstrates that the multimodal integration of wearable devices, GPS tracking, and EMA is feasible for capturing real-time environmental exposures and concurrent health outcomes in young adults. This approach addresses critical exposure misclassification issues in environmental health research that relies on residential addresses as proxies. Preliminary patterns suggest complex relationships between environmental exposures and both physiological and emotional outcomes, warranting further investigation in larger, more diverse samples. This approach could inform future personalized environmental health interventions.https://formative.jmir.org/2026/1/e86615 |
| spellingShingle | Sameera Ramjan Melissa Blum Rung-Yu Tseng Katherine Davey Ahmed Duke Shereen Yoko Nomura Feasibility of Integrating Wearable Devices and Ecological Momentary Assessment for Real-Time Environmental Exposure Estimation: Proof-of-Concept Study |
| title | Feasibility of Integrating Wearable Devices and Ecological Momentary Assessment for Real-Time Environmental Exposure Estimation: Proof-of-Concept Study |
| title_full | Feasibility of Integrating Wearable Devices and Ecological Momentary Assessment for Real-Time Environmental Exposure Estimation: Proof-of-Concept Study |
| title_fullStr | Feasibility of Integrating Wearable Devices and Ecological Momentary Assessment for Real-Time Environmental Exposure Estimation: Proof-of-Concept Study |
| title_full_unstemmed | Feasibility of Integrating Wearable Devices and Ecological Momentary Assessment for Real-Time Environmental Exposure Estimation: Proof-of-Concept Study |
| title_short | Feasibility of Integrating Wearable Devices and Ecological Momentary Assessment for Real-Time Environmental Exposure Estimation: Proof-of-Concept Study |
| title_sort | feasibility of integrating wearable devices and ecological momentary assessment for real time environmental exposure estimation proof of concept study |
| url | https://formative.jmir.org/2026/1/e86615 |
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