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Establishing bio-logging data collections as dynamic archives of animal life on Earth.
Nat Ecol Evol
January 2025
Centre for Biological Diversity, School of Biology, University of St Andrews, St Andrews, UK.
Rapid growth in bio-logging-the use of animal-borne electronic tags to document the movements, behaviour, physiology and environments of wildlife-offers opportunities to mitigate biodiversity threats and expand digital natural history archives. Here we present a vision to achieve such benefits by accounting for the heterogeneity inherent to bio-logging data and the concerns of those who collect and use them. First, we can enable data integration through standard vocabularies, transfer protocols and aggregation protocols, and drive their wide adoption.
View Article and Find Full Text PDFDo circular innovations and carrying capacity of natural environment enhance circular economy in the European Union? Evidence from simulation and machine learning methods.
J Environ Manage
December 2024
College of Economics and Management, Nanjing University of Aeronautics and Astronautics, Nanjing, 211106, China. Electronic address:
The longevity of the natural environment is fundamental for sustainable production and consumption. The circular economy conserves natural resources, ensures sustainable production and consumption, and protects the natural environment. The role of circular innovations, particularly the carrying capacity of nature, is ignored in literature.
View Article and Find Full Text PDFSpatial datasets for benchmarking machine learning-based landslide susceptibility models.
Data Brief
December 2024
Department of Environmental Geography, Faculty of Geography, Universitas Gadjah Mada, 55281, Indonesia.
This article presents a comprehensive dataset developed for benchmarking machine learning-based landslide susceptibility models. The dataset includes landslide polygons delineated through manual interpretation of high-resolution satellite imagery and controlling factors data extracted from topographic maps and Indonesia's national digital elevation model (DEMNAS). Landslide events were mapped by comparing pre- and post-event satellite imagery from Tropical Cyclone (TC) Cempaka, which occurred from 27 to 29 November 2017, and verified through field surveys.
View Article and Find Full Text PDFTwo distinct populations of dark comets delineated by orbits and sizes.
Proc Natl Acad Sci U S A
December 2024
Institute for Astronomy, University of Hawaii, Honolulu, HI 96822.
Small bodies are capable of delivering essential prerequisites for the development of life, such as volatiles and organics, to the terrestrial planets. For example, empirical evidence suggests that water was delivered to the Earth by hydrated planetesimals from distant regions of the Solar System. Recently, several morphologically inactive near-Earth objects were reported to experience significant nongravitational accelerations inconsistent with radiation-based effects, and possibly explained by volatile-driven outgassing.
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