ArticleJMIR mHealth and uHealth2019
The SMART Framework: Integration of Citizen Science, Community-Based Participatory Research, and Systems Science for Population Health Science in the Digital Age.
Article in JMIR mHealth and uHealth, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 53 papers.
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
53 citing papers in PubMed.
- Understanding Data Use in Community Coalitions: Insights from a CFIR 2.0-Informed Study of the Ohio HEALing Communities Initiative.Community mental health journal · 2026Article
- Sensor-Based Mobile App for Assessment and Tracking (SMAAT): Cross-Sectional Usability Study.JMIR formative research · 2026Article
- Strengthening Culturally Responsive Mental Health Supports for Crises Preparedness: Lessons From Indigenous Educator's Experiences During COVID-19 Pandemic.The Journal of school health · 2026Article
- "I'm not a graduate or doctor, yet we are all together:" articulating a partnership model for community-engaged research.Frontiers in public health · 2026Article
- Article
- Scoping review of needs for digital technology in co-creation: a health CASCADE study.Research involvement and engagement · 2025Article
- A Scoping Review of Health-Related Citizen Science Projects Involving Indigenous Peoples in Australia and Internationally.Health promotion journal of Australia : official journal of Australian Association of Health Promotion Professionals · 2025Article
- The Association Between Recreational Cannabis Use and 24-hour Movement Behaviours: Perceptions of Youth Citizen Scientists.Journal of adolescence · 2025Article
- Digital citizen science for ethical monitoring of youth physical activity frequency: Comparing mobile ecological prospective assessments and retrospective recall.PLOS digital health · 2025Article
- Application of an Innovative Methodology to Build Infrastructure for Digital Transformation of Health Systems: Developmental Program Evaluation.JMIR formative research · 2025Article
- An observational, multigenerational platform for health systems and population health interventions to minimise intergenerational transmission of non-communicable diseases in India: the YUVAAN cohort study protocol.BMJ public health · 2025Article
- Mental health challenges and resilience strategies of Indigenous youth citizen scientists living in rural areas during COVID-19 school closures.PLOS mental health · 2025Article
- Article
- Design and implementation of the 6-C model of community engagement.Frontiers in public health · 2025Article
- Unlocking the Potential for Implementation of Equitable, Digitally Enabled Citizen Science: Multidisciplinary Digital Health Perspective.Journal of medical Internet research · 2024Article
- Community-Engaged Data Science (CEDS): A Case Study of Working with Communities to Use Data to Inform Change.Journal of community health · 2024Article
- How can digital citizen science approaches improve ethical smartphone use surveillance among youth: Traditional surveys versus ecological momentary assessments.PLOS digital health · 2024Article
- Applying Digital Technology to Understand Human Experiences of Climate Change Impacts on Food Security and Mental Health: Scoping Review.JMIR public health and surveillance · 2024Article
- Design of a Mobile App Interface That Engages Community Members in a Food System Pilot Study.Nutrients · 2024Article
- Community-Partnered Research appraisal tool for conducting, reporting and assessing community-based research.BMJ open · 2024Review
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
1 author.
Funding
Abstract
Citizen science enables citizens to actively contribute to all aspects of the research process, from conceptualization and data collection, to knowledge translation and evaluation. Citizen science is gradually emerging as a pertinent approach in population health research. Given that citizen science has intrinsic links with community-based research, where participatory action drives the research agenda, these two approaches could be integrated to address complex population health issues. Community-based participatory research has a strong record of application across multiple disciplines and sectors to address health inequities. Citizen science can use the structure of community-based participatory research to take local approaches of problem solving to a global scale, because citizen science emerged through individual environmental activism that is not limited by geography. This synergy has significant implications for population health research if combined with systems science, which can offer theoretical and methodological strength to citizen science and community-based participatory research. Systems science applies a holistic perspective to understand the complex mechanisms underlying causal relationships within and between systems, as it goes beyond linear relationships by utilizing big data-driven advanced computational models. However, to truly integrate citizen science, community-based participatory research, and systems science, it is time to realize the power of ubiquitous digital tools, such as smartphones, for connecting us all and providing big data. Smartphones have the potential to not only create equity by providing a voice to disenfranchised citizens but smartphone-based apps also have the reach and power to source big data to inform policies. An imminent challenge in legitimizing citizen science is minimizing bias, which can be achieved by standardizing methods and enhancing data quality-a rigorous process that requires researchers to collaborate with citizen scientists utilizing the principles of community-based participatory research action. This study advances SMART, an evidence-based framework that integrates citizen science, community-based participatory research, and systems science through ubiquitous tools by addressing core challenges such as citizen engagement, data management, and internet inequity to legitimize this integration.
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What OpenQuestion holds
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.