ArticleNature communications2022
Deep learning shows declining groundwater levels in Germany until 2100 due to climate change.
Article in Nature communications, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 18 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
18 citing papers in PubMed.
- Review
- Groundwater Rise Sustains the World's Largest Alpine Water System Under Global Warming.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026Article
- Article
- Large language model assisted hyper-heuristic evolutionary algorithm for groundwater level prediction.Scientific reports · 2026Article
- Diversity and ecological roles of hidden viral players in groundwater microbiomes.Nature communications · 2026Article
- Urban groundwater supplies facing dual pressures of depletion and contamination in China.Proceedings of the National Academy of Sciences of the United States of America · 2025Article
- Mitigation potential of urban greening during heatwaves and stormwater events: a modeling study for Karlsruhe, Germany.Scientific reports · 2025Article
- Artificial Intelligence (AI)-driven approach to climate action and sustainable development.Nature communications · 2025Article
- Hydroclimatic extremes threaten groundwater quality and stability.Nature communications · 2025Article
- Tipping point-induced abrupt shifts in East Asian hydroclimate since the Last Glacial Maximum.Nature communications · 2025Article
- Carbon Emission Based Predictions of Anthropogenic Impacts on Groundwater Storage at Typical Basins in 2050.Research (Washington, D.C.) · 2025Article
- Spatial-temporal graph neural networks for groundwater data.Scientific reports · 2024Article
- Harnessing machine learning for assessing climate change influences on groundwater resources: A comprehensive review.Heliyon · 2024Review
- Climate change impact on groundwater resources in sandbar aquifers in southern Baltic coast.Scientific reports · 2024Article
- Future groundwater potential mapping using machine learning algorithms and climate change scenarios in Bangladesh.Scientific reports · 2024Article
- A glimpse of the paleome in endolithic microbial communities.Microbiome · 2023Article
- Multiorder hydrologic Position for Europe - a Set of Features for Machine Learning and Analysis in Hydrology.Scientific data · 2022Article
- Comparing Physics-Based, Conceptual and Machine-Learning Models to Predict Groundwater Levels by BMA.Ground waterArticle
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
3 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
In this study we investigate how climate change will directly influence the groundwater resources in Germany during the 21
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.