Causal inference with observational data and unobserved confounding variables
Experiments have long been the gold standard for causal inference in Ecology. As Ecology
tackles progressively larger problems, however, we are moving beyond the scales at which …
tackles progressively larger problems, however, we are moving beyond the scales at which …
Scaling-up ecological understanding with remote sensing and causal inference
Decades of empirical ecological research have focused on understanding ecological
dynamics at local scales. Remote sensing products can help to scale-up ecological …
dynamics at local scales. Remote sensing products can help to scale-up ecological …
Widening global variability in grassland biomass since the 1980s
Global change is associated with variable shifts in the annual production of aboveground
plant biomass, suggesting localized sensitivities with unclear causal origins. Combining …
plant biomass, suggesting localized sensitivities with unclear causal origins. Combining …
Biodiversity loss reduces global terrestrial carbon storage
Natural ecosystems store large amounts of carbon globally, as organisms absorb carbon
from the atmosphere to build large, long-lasting, or slow-decaying structures such as tree …
from the atmosphere to build large, long-lasting, or slow-decaying structures such as tree …
Rapid shifts in grassland communities driven by climate change
Many terrestrial plant communities, especially forests, have been shown to lag in response
to rapid climate change. Grassland communities may respond more quickly to novel …
to rapid climate change. Grassland communities may respond more quickly to novel …
Top-predator recovery abates geomorphic decline of a coastal ecosystem
The recovery of top predators is thought to have cascading effects on vegetated ecosystems
and their geomorphology,, but the evidence for this remains correlational and intensely …
and their geomorphology,, but the evidence for this remains correlational and intensely …
Positive effects of tree diversity on tropical forest restoration in a field-scale experiment
Experiments under controlled conditions have established that ecosystem functioning is
generally positively related to levels of biodiversity, but it is unclear how widespread these …
generally positively related to levels of biodiversity, but it is unclear how widespread these …
Trade-offs between grassland plant biodiversity and yields are heterogenous across Germany
Grasslands are key for food security and provide important ecosystem services. Intensive
management, such as frequent mowing, increases productivity but decreases other …
management, such as frequent mowing, increases productivity but decreases other …
Modern causal inference approaches to investigate biodiversity-ecosystem functioning relationships
J Runge - nature communications, 2023 - nature.com
Detecting and quantifying the causal relations of ecosystem functioning is a challenging
endeavor. A global study on grasslands illustrates how reasoning about underlying …
endeavor. A global study on grasslands illustrates how reasoning about underlying …
Weak reciprocal relationships between productivity and plant biodiversity in managed grasslands
Relationships between plant biodiversity and productivity are highly variable across studies
in managed grasslands, partly because of the challenge of accounting for confounding's and …
in managed grasslands, partly because of the challenge of accounting for confounding's and …