ArticleNature2021
Satellite imaging reveals increased proportion of population exposed to floods.
Article in Nature, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 102 papers, 3 of them syntheses 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
102 citing papers in PubMed, 3 syntheses or guidelines pooled it.
- The effect of flooding on low birthweight and preterm birth: a systematic review and meta-analysis.BMC public health · 2026Pooled it
- The Role of Remote Sensing and Geospatial Analysis for Understanding COVID-19 Population Severity: A Systematic Review.International journal of environmental research and public health · 2023Pooled it
- Systematic Review of Multi-Dimensional Vulnerabilities in the Himalayas.International journal of environmental research and public health · 2022Pooled it
- Warming accelerates drought-flood oscillations and stratifies socioeconomic exposure.PNAS nexus · 2026Article
- Disproportionate exposure to extreme floods in historically redlined U.S. communities.Nature communications · 2026Article
- Beyond the floodwaters: women's multidimensional vulnerability to flood disasters - a scoping review.BMC women's health · 2026Article
- Multi-objective optimization of urban blue-green space configuration using NSGA-II for enhanced ecosystem services.Scientific reports · 2026Article
- Article
- Spatiotemporal dynamics of population change in flood risk zones of the Pearl River Delta (1985-2024).Scientific reports · 2026Article
- Geospatial mapping of malaria risk in flood-prone zones of Sub-Saharan Africa.Scientific reports · 2026Article
- Review
- Anthropogenic climate change accelerates the onset of global flood timing.Nature communications · 2026Article
- Health-seeking amid conflict and climate stress: how climate disaster shapes maternal and child healthcare behavior in fragile and conflict-affected settings.BMC health services research · 2026Article
- Epigenome-wide analysis of DNA-methylation signatures following climate-related disasters.BMC medicine · 2026Article
- Underestimated agricultural losses due to flooding.Science advances · 2026Article
- Mega-floods over the past 30,000 years in western yunnan, southwest China.Scientific reports · 2026Article
- Tropical cyclone rainfall extends inland.Nature communications · 2026Article
- Article
- Sen2GF3Floods: A Benchmark Multi-Source Flood Dataset with Dual-Temporal and Active Learning Annotation.Scientific data · 2026Article
- Integrating geospatial intelligence and machine learning for flood susceptibility mapping.Scientific reports · 2026Article
42 more citing papers are in PubMed but not listed here.
Corrections and comments
- Commented on by
Authors and funding
8 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Flooding affects more people than any other environmental hazard and hinders sustainable development
Indexed as
Identifiers
34349288What 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.