ArticleInternational journal of health geographics2018
Stress experiences in neighborhood and social environments (SENSE): a pilot study to integrate the quantified self with citizen science to improve the built environment and health.
Article in International journal of health geographics, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 19 papers, 1 of them a synthesis that pooled 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.
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.
Who cites it
19 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Crowdsourcing in health and medical research: a systematic review.Infectious diseases of poverty · 2020Pooled it
- Epistemic agency in self-tracking: a conceptual literature review of quantified self as citizen science for health.Frontiers in public health · 2026Review
- Urban Cycling Lab: A citizen science protocol for assessing and reducing exposure to environmental stressors among bike commuters.MethodsX · 2025Article
- Biosensing and Biosensors-Terminologies, Technologies, Theories and Ethics.Geography compass · 2024Review
- The case for citizen science in public health policy and practice: a mixed methods study of policymaker and practitioner perspectives and experiences.Health research policy and systems · 2023Article
- Is there a role for citizen science in death and dying research?Frontiers in public health · 2023Article
- The "Our Voice" Method: Participatory Action Citizen Science Research to Advance Behavioral Health and Health Equity Outcomes.International journal of environmental research and public health · 2022Article
- The Role of Citizen Science in Promoting Health Equity.Annual review of public health · 2022Review
- Assessing the Current Integration of Multiple Personalised Wearable Sensors for Environment and Health Monitoring.Sensors (Basel, Switzerland) · 2021Review
- Intersection of Health Informatics Tools and Community Engagement in Health-Related Research to Reduce Health Inequities: Scoping Review.Journal of participatory medicine · 2021Article
- Community-Based Approaches to Reducing Health Inequities and Fostering Environmental Justice through Global Youth-Engaged Citizen Science.International journal of environmental research and public health · 2021Article
- Use of Connected Technologies to Assess Barriers and Stressors for Age and Disability-Friendly Communities.Frontiers in public health · 2021Review
- Urban Emotion Sensing Beyond 'Affective Capture': Advancing Critical Interdisciplinary Methods.International journal of environmental research and public health · 2020Article
- Research data management in health and biomedical citizen science: practices and prospects.JAMIA open · 2020Article
- Employing Participatory Citizen Science Methods to Promote Age-Friendly Environments Worldwide.International journal of environmental research and public health · 2020Article
- Smoke Sense Initiative Leverages Citizen Science to Address the Growing Wildfire-Related Public Health Problem.GeoHealth · 2019Article
- From End Treatment to Source Prevention: Socio-Ecological Approaches to Promote Research on the Environment and Non-Communicable Chronic Diseases with Special Reference to China.International journal of environmental research and public health · 2019Article
- Citizen science informs human-tick exposure in the Northeastern United States.International journal of health geographics · 2019Article
- Maximizing the promise of citizen science to advance health and prevent disease.Preventive medicine · 2019Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
2 authors.
Funding
Abstract
backgroundIdentifying elements of one's environment-observable and unobservable-that contribute to chronic stress including the perception of comfort and discomfort associated with different settings, presents many methodological and analytical challenges. However, it also presents an opportunity to engage the public in collecting and analyzing their own geospatial and biometric data to increase community member understanding of their local environments and activate potential environmental improvements. In this first-generation project, we developed a methodology to integrate geospatial technology with biometric sensing within a previously developed, evidence-based "citizen science" protocol, called "Our Voice." Participants used a smartphone/tablet-based application, called the Discovery Tool (DT), to collect photos and audio narratives about elements of the built environment that contributed to or detracted from their well-being. A wrist-worn sensor (Empatica E4) was used to collect time-stamped data, including 3-axis accelerometry, skin temperature, blood volume pressure, heart rate, heartbeat inter-beat interval, and electrodermal activity (EDA). Open-source R packages were employed to automatically organize, clean, geocode, and visualize the biometric data.
resultsIn total, 14 adults (8 women, 6 men) were successfully recruited to participate in the investigation. Participants recorded 174 images and 124 audio files with the DT. Among captured images with a participant-determined positive or negative rating (n = 131), over half were positive (58.8%, n = 77). Within-participant positive/negative rating ratios were similar, with most participants rating 53.0% of their images as positive (SD 21.4%). Significant spatial clusters of positive and negative photos were identified using the Getis-Ord Gi* local statistic, and significant associations between participant EDA and distance to DT photos, and street and land use characteristics were also observed with linear mixed models. Interactive data maps allowed participants to (1) reflect on data collected during the neighborhood walk, (2) see how EDA levels changed over the course of the walk in relation to objective neighborhood features (using basemap and DT app photos), and (3) compare their data to other participants along the same route.
conclusionsParticipants identified a variety of social and environmental features that contributed to or detracted from their well-being. This initial investigation sets the stage for further research combining qualitative and quantitative data capture and interpretation to identify objective and perceived elements of the built environment influence our embodied experience in different settings. It provides a systematic process for simultaneously collecting multiple kinds of data, and lays a foundation for future statistical and spatial analyses in addition to more in-depth interpretation of how these responses vary within and between individuals.
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Registered trials
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.