Proceedings of the National Academy of Sciences · 2009 · 378 citations · 25 references
Life SciencesBiodiversity ConservationEcologyEvolutionary EcologyMammalogyPopulation EcologyAnimal EcologyBiodiversityExtinction RiskMammalian ConservationWildlife ConservationDecision Tree Risk ModelsEcological TraitsExtinctionExtinction Risk EvaluationExtinction Risk PatternsMammalian ExtinctionSpecies Extinction RiskSpecies Extinction Risk Assessment
As human population and resource demands continue to grow, biodiversity conservation has never been more critical. About one-quarter of all mammals are in danger of extinction, and more than half of all mammal populations are in decline. A major priority for conservation science is to understand the ecological traits that predict extinction risk and the interactions among those predictors that make certain species more vulnerable than others. Here, using a new database of nearly 4,500 mammal species, we use decision-tree models to quantify the multiple interacting factors associated with extinction risk. We show that the correlates of extinction risk vary widely across mammals and that there are unique pathways to extinction for species with different lifestyles and combinations of traits. We find that risk is relative and that all kinds of mammals, across all body sizes, can be at risk depending on their specific ecologies. Our results increase the understanding of extinction processes, generate simple rules of thumb that identify species at greatest risk, and highlight the potential of decision-tree analyses to inform conservation efforts.
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RANDOM FORESTS FOR CLASSIFICATION IN ECOLOGY
D. Richard Cutler, Thomas C. Edwards, Karen H. Beard et al. · Ecology · 2007 · 4.8K citations
Multiple Causes of High Extinction Risk in Large Mammal Species
Marcel Cardillo, Georgina M. Mace, Kate E. Jones et al. · Science · 2005 · 1.3K citations · Full text
Life Sciences, Ecology, Zoology +17
Mammal Population Losses and the Extinction Crisis
Gerardo Ceballos, Paul R. Ehrlich · Science · 2002 · 977 citations
Life Sciences, Ecology, Zoology +15