Science Advances · 2023 · 75 citations · 66 references
Life SciencesEcologyMarine SciencesMarine BiodiversityMarine ConservationMarine EcologyEcological ModelingMarine Conservation EcologyMarine Ecosystem DynamicsMarine Ecosystem ModelingMarine Habitat ConservationMarine Wildlife ManagementClimate Change Effects On Marine BiodiversityClimate Change Impacts On HabitatClimate Change Impacts On Marine BiodiversityClimate Change Impacts On Marine FaunaClimate Change Impacts On Marine SpeciesMarine Species Range ShiftsMigratory Species ManagementTop Predator
The Northwest Atlantic Ocean and Gulf of Mexico are among the fastest warming ocean regions, a trend that is expected to continue through this century with far-reaching implications for marine ecosystems. We examine the distribution of 12 highly migratory top predator species using predictive models and project expected habitat changes using downscaled climate models. Our models predict widespread losses of suitable habitat for most species, concurrent with substantial northward displacement of core habitats >500 km. These changes include up to >70% loss of suitable habitat area for some commercially and ecologically important species. We also identify predicted hot spots of multi-species habitat loss focused offshore of the U.S. Southeast and Mid-Atlantic coasts. For several species, the predicted changes are already underway, which are likely to have substantial impacts on the efficacy of static regulatory frameworks used to manage highly migratory species. The ongoing and projected effects of climate change highlight the urgent need to adaptively and proactively manage dynamic marine ecosystems.
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pROC: an open-source package for R and S+ to analyze and compare ROC curves
Xavier Robin, Natacha Turck, Alexandre Hainard et al. · BMC Bioinformatics · 2011 · 14K citations · Full text
Novel methods improve prediction of species’ distributions from occurrence data
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A working guide to boosted regression trees
Jane Elith, John R. Leathwick, Trevor Hastie · Journal of Animal Ecology · 2008 · 6.5K citations · Full text
Computing, Biostatistics, Ecology +14