ArticleGeoHealth2020
Using Satellites to Track Indicators of Global Air Pollution and Climate Change Impacts: Lessons Learned From a NASA-Supported Science-Stakeholder Collaborative.
Article in GeoHealth, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 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
12 citing papers in PubMed.
- Machine Learning Predictions of PMGeoHealth · 2026Article
- Linking "Big" Geospatial and Health Data: Implications for Research in Environmental Epidemiology.Environmental health perspectives · 2026Article
- Public Health Benefits From Improved Identification of Severe Air Pollution Events With Geostationary Satellite Data.GeoHealth · 2024Article
- Bringing Multisectoral and Multidisciplinary Stakeholders Together to Optimize Environmental Health Research.GeoHealth · 2023Article
- Air Pollution, Oxidative Stress, and the Risk of Development of Type 1 Diabetes.Antioxidants (Basel, Switzerland) · 2022Review
- New Insights for Tracking Global and Local Trends in Exposure to Air Pollutants.Environmental science & technology · 2022Article
- The association of wildfire air pollution with COVID-19 incidence in New South Wales, Australia.The Science of the total environment · 2022Article
- External Environmental Pollution as a Risk Factor for Asthma.Clinical reviews in allergy & immunology · 2022Review
- Augmenting the Standard Operating Procedures of Health and Air Quality Stakeholders With NASA Resources.GeoHealth · 2021Review
- Article
- Next-Generation Digital Ecosystem for Climate Data Mining and Knowledge Discovery: A Review of Digital Data Collection Technologies.Frontiers in big data · 2020Review
- Innovative use of space-based technologies to address climate change and related global health crises.The journal of climate change and healthArticle
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
25 authors.
Funding
Abstract
The 2018 NASA Health and Air Quality Applied Science Team (HAQAST) "Indicators" Tiger Team collaboration between NASA-supported scientists and civil society stakeholders aimed to develop satellite-derived global air pollution and climate indicators. This Commentary shares our experience and lessons learned. Together, the team developed methods to track wildfires, dust storms, pollen counts, urban green space, nitrogen dioxide concentrations and asthma burdens, tropospheric ozone concentrations, and urban particulate matter mortality. Participatory knowledge production can lead to more actionable information but requires time, flexibility, and continuous engagement. Ground measurements are still needed for ground truthing, and sustained collaboration over time remains a challenge.
Indexed as
Identifiers
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.