ReviewNature ecology & evolution2022
Integrating remote sensing with ecology and evolution to advance biodiversity conservation.
Review in Nature ecology & evolution, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 50 papers.
What it found
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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
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Who cites it
50 citing papers in PubMed.
- Spectral network analysis illuminates coordinated plant traits across a climate gradient.The New phytologist · 2026Article
- Biodiversity isn't measured in tons: Making sense of nature in the context of sustainable agriculture.Ecological applications : a publication of the Ecological Society of America · 2026Review
- Remote Spectral Detection of Canopy Functional Dimensions Varying Within and Across Forest Types.Ecology letters · 2026Article
- Interpretable and Predictive Models Based on High-Dimensional Data in Ecology and Evolution.Molecular ecology resources · 2026Article
- How does plant diversity drive productivity in China's drylands: Through complementary or mass ratio effects?Plant diversity · 2026Article
- Bridging monitoring gaps in global drylands with big data and collaboration.npj biodiversity · 2026Review
- Nine changes needed to deliver a radical transformation in biodiversity measurement.Proceedings of the National Academy of Sciences of the United States of America · 2026Article
- Genetic constraints on in-situ reflectance spectral variation in bermudagrass populations across Hainan Island.Plant phenomics (Washington, D.C.) · 2026Article
- Plant traits and associated ecological data from Afromontane grasslands of Maloti-Drakensberg, South Africa.Scientific data · 2025Article
- The dynamic changes of eco-environmental quality in Dongting lake wetland during 1990-2020, China.Scientific reports · 2025Article
- Multivariate signals of population collapse in a high-throughput ecological experiment.Ecology · 2025Article
- Biodiversity conservation requires integration of species-centric and process-based strategies.Proceedings of the National Academy of Sciences of the United States of America · 2025Article
- From biologging to conservation: Tracking individual performance in changing environments.Proceedings of the National Academy of Sciences of the United States of America · 2025Article
- Mixed-Dimensional Floating Gate Phototransistors for Mixed-Modal In-Sensor Reservoir Computing.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2025Article
- Global evidence for a positive relationship between tree species richness and ecosystem photosynthesis.Nature plants · 2025Article
- A molecular specimen bank for contemporary and future study captures landscape-scale biodiversity baselines before Klamath River dam removal.Scientific reports · 2025Article
- Spectral biology across scales in changing environments.Ecology · 2025Review
- Climatic differences among habitats shape the balance between maximum lifespan and life expectancy in Japanese tree species.Nature ecology & evolution · 2025Article
- Drivers of plant-associated invertebrate community structure in West-European coastal dunes.npj biodiversity · 2025Article
- Seasonal structural stability promoted by forest diversity and composition explains overyielding.Ecology · 2025Article
Corrections and comments
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Authors and funding
13 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Remote sensing has transformed the monitoring of life on Earth by revealing spatial and temporal dimensions of biological diversity through structural, compositional and functional measurements of ecosystems. Yet, many aspects of Earth's biodiversity are not directly quantified by reflected or emitted photons. Inclusive integration of remote sensing with field-based ecology and evolution is needed to fully understand and preserve Earth's biodiversity. In this Perspective, we argue that multiple data types are necessary for almost all draft targets set by the Convention on Biological Diversity. We examine five key topics in biodiversity science that can be advanced by integrating remote sensing with in situ data collection from field sampling, experiments and laboratory studies to benefit conservation. Lowering the barriers for bringing these approaches together will require global-scale collaboration.
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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.