ArticleEnvironmental research2023
Exposure assessment for air pollution epidemiology: A scoping review of emerging monitoring platforms and designs.
Article in Environmental research, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 16 papers, 1 of them a synthesis that pooled it.
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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.
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Who cites it
16 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Environmental exposures in autoimmune inflammatory rheumatic diseases: a priority-based evidence map, immune-mechanism integration audit and research agenda.Frontiers in immunology · 2026Pooled it
- Advancing Long-Term Outdoor Air Pollution Exposure Assessment for Health Studies: Lessons from a Multinational Research Initiative.Current environmental health reports · 2026Review
- Intermediate- and Long-Term Exposure to PMToxics · 2026Article
- Influence of on-road mobile monitoring design on ultrafine particle exposure models and cognitive health inferences.Journal of exposure science & environmental epidemiology · 2026Article
- Unequal exposure: spatio-temporal and structural determinants of personal PMFrontiers in global women's health · 2026Article
- Challenges and pitfalls in analyzing, reporting, and interpreting health effects related to occupational and environmental exposures.Frontiers in epidemiology · 2026Article
- When air gets heavy: joint PMFrontiers in public health · 2026Article
- Letter to the Editor Regarding the Article "Open Air Quality Data Platforms for Environmental Health Research and Action".Current environmental health reports · 2025Article
- Optimizing Air Pollution Exposure Assessment with Application to Cognitive Function.Research report (Health Effects Institute) · 2025Article
- Ultrafine particles and late-life cognitive function: Influence of stationary mobile monitoring design on health inferences.Environmental pollution (Barking, Essex : 1987) · 2025Article
- Implications of spatial and seasonal air pollution patterns, socioeconomic disparities, and 15-minute communities for achieving WHO air quality guidelines.Scientific reports · 2025Article
- Ultrafine Particle Mobile Monitoring Study Designs for Epidemiology: Cost and Performance Comparisons.Environmental health perspectives · 2025Article
- Mapping Source-Specific Air Pollution Exposures Using Positive Matrix Factorization Applied to Multipollutant Mobile Monitoring in Seattle, WA.Environmental science & technology · 2025Article
- Portable Sensors for Dynamic Exposure Assessments in Urban Environments: State of the Science.Sensors (Basel, Switzerland) · 2024Article
- Long-Term Exposure to Outdoor Ultrafine Particles and Black Carbon and Effects on Mortality in Montreal and Toronto, Canada.Research report (Health Effects Institute) · 2024Article
- Air Pollutant Patterns and Human Health Risk following the East Palestine, Ohio, Train Derailment.Environmental science & technology letters · 2023Article
Corrections and comments
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Authors and funding
5 authors.
Funding
Abstract
backgroundBoth exposure monitoring and exposure prediction have played key roles in assessing individual-level long-term exposure to air pollutants and their associations with human health. While there have been notable advances in exposure prediction methods, improvements in monitoring designs are also necessary, particularly given new monitoring paradigms leveraging low-cost sensors and mobile platforms.
objectivesWe aim to provide a conceptual summary of novel monitoring designs for air pollution cohort studies that leverage new paradigms and technologies, to investigate their characteristics in real-world examples, and to offer practical guidance to future studies.
methodsWe propose a conceptual summary that focuses on two overarching types of monitoring designs, mobile and non-mobile, as well as their subtypes. We define mobile designs as monitoring from a moving platform, and non-mobile designs as stationary monitoring from permanent or temporary locations. We only consider non-mobile studies with cost-effective sampling devices. Then we discuss similarities and differences across previous studies with respect to spatial and temporal representation, data comparability between design classes, and the data leveraged for model development. Finally, we provide specific suggestions for future monitoring designs.
resultsMost mobile and non-mobile monitoring studies selected monitoring sites based on land use instead of residential locations, and deployed monitors over limited time periods. Some studies applied multiple design and/or sub-design classes to the same area, time period, or instrumentation, to allow comparison. Even fewer studies leveraged monitoring data from different designs to improve exposure assessment by capitalizing on different strengths. In order to maximize the benefit of new monitoring technologies, future studies should adopt monitoring designs that prioritize residence-based site selection with comprehensive temporal coverage and leverage data from different designs for model development in the presence of good data compatibility. DISCUSSION: Our conceptual overview provides practical guidance on novel exposure assessment monitoring for epidemiological applications.
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Registered trials
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