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Harbert RS, Baryiames AA. cRacle: R tools for estimating climate from vegetation. APPLICATIONS IN PLANT SCIENCES 2020; 8:e11322. [PMID: 32110502 PMCID: PMC7035432 DOI: 10.1002/aps3.11322] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/18/2019] [Accepted: 07/29/2019] [Indexed: 05/22/2023]
Abstract
PREMISE The Climate Reconstruction Analysis using Coexistence Likelihood Estimation (CRACLE) method utilizes a robust set of modeling tools for estimating climate and paleoclimate from vegetation using large repositories of biodiversity data and open access R software. METHODS Here, we implement a new R package for the estimation of climate from extant and fossil vegetation. The 'cRacle' package implements functions for data access, aggregation, and modeling to estimate climate from plant community compositions. 'cRacle' is modular and includes many best-practice features. RESULTS Performance tests using modern vegetation survey data from North and South America shows that CRACLE outperforms alternative methods. CRACLE estimates of mean annual temperature are usually within 1°C of the actual values when optimal model parameters are used. Generalized boosted regression (GBR) model correction improves CRACLE estimates by reducing bias. DISCUSSION CRACLE provides accurate estimates of climate based on the composition of modern plant communities. Non-parametric CRACLE modeling coupled with GBR model correction produces the most accurate results to date. The 'cRacle' R package streamlines the estimation of climate from plant community data, which will make this modeling more accessible to a wider range of users.
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Affiliation(s)
- Robert S. Harbert
- Department of BiologyStonehill College320 Washington StreetNorth EastonMassachusetts02357USA
- American Museum of Natural History79th Street and Central Park WestNew YorkNew York10024USA
| | - Alex A. Baryiames
- Department of BiologyStonehill College320 Washington StreetNorth EastonMassachusetts02357USA
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Abstract
We were pleased to see the summary article in Geosciences on fossil wood by George E. [...]
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Wang X, Rybczynski N, Harington CR, White SC, Tedford RH. A basal ursine bear (Protarctos abstrusus) from the Pliocene High Arctic reveals Eurasian affinities and a diet rich in fermentable sugars. Sci Rep 2017; 7:17722. [PMID: 29255278 PMCID: PMC5735171 DOI: 10.1038/s41598-017-17657-8] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2017] [Accepted: 11/24/2017] [Indexed: 11/09/2022] Open
Abstract
The skeletal remains of a small bear (Protarctos abstrusus) were collected at the Beaver Pond fossil site in the High Arctic (Ellesmere I., Nunavut). This mid-Pliocene deposit has also yielded 12 other mammals and the remains of a boreal-forest community. Phylogenetic analysis reveals this bear to be basal to modern bears. It appears to represent an immigration event from Asia, leaving no living North American descendants. The dentition shows only modest specialization for herbivory, consistent with its basal position within Ursinae. However, the appearance of dental caries suggest a diet high in fermentable-carbohydrates. Fossil plants remains, including diverse berries, suggests that, like modern northern black bears, P. abstrusus may have exploited a high-sugar diet in the fall to promote fat accumulation and facilitate hibernation. A tendency toward a sugar-rich diet appears to have arisen early in Ursinae, and may have played a role in allowing ursine lineages to occupy cold habitats.
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Affiliation(s)
- Xiaoming Wang
- Department of Vertebrate Paleontology, Natural History Museum of Los Angeles County, 900 Exposition Blvd, Los Angeles, CA, 90007, United States. .,Institute of Vertebrate Paleontology and Paleoanthropology, Chinese Academy of Sciences, Beijing, 100044, China. .,Division of Paleontology, American Museum of Natural History, Central Park West at 79th Street, New York, New York, 10024, United States.
| | - Natalia Rybczynski
- Palaeobiology, Canadian Museum of Nature, PO Box 3443 STN "D", Ottawa, Ontario, K1P 6P4, Canada.,Department of Biology & Department of Earth Sciences, Carleton University, 1125 Colonel By Dr, Ottawa, ON K1S 5B6, Canada
| | - C Richard Harington
- Palaeobiology, Canadian Museum of Nature, PO Box 3443 STN "D", Ottawa, Ontario, K1P 6P4, Canada
| | - Stuart C White
- School of Dentistry, University of California, Los Angeles, 10833 Le Conte Ave., Los Angeles, California, 90095, United States
| | - Richard H Tedford
- Division of Paleontology, American Museum of Natural History, Central Park West at 79th Street, New York, New York, 10024, United States
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