2022
DOI: 10.1038/s41598-021-04110-0
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Jointly modeling marine species to inform the effects of environmental change on an ecological community in the Northwest Atlantic

Abstract: Single species distribution models (SSDMs) are typically used to understand and predict the distribution and abundance of marine fish by fitting distribution models for each species independently to a combination of abiotic environmental variables. However, species abundances and distributions are influenced by abiotic environmental preferences as well as biotic dependencies such as interspecific competition and predation. When species interact, a joint species distribution model (JSDM) will allow for valid in… Show more

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Cited by 25 publications
(16 citation statements)
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“…The contribution of CHI to response velocity differs for each species. Mobile organisms, such as birds (Bateman et al, 2016; Jirinec et al, 2021; Rosenberg et al, 2019), large mammals (Berger, 2004; Tucker et al, 2018) and fish (Kleisner et al, 2017; Roberts et al, 2022), may locate distant habitats that become favourable as local conditions deteriorate, while sedentary organisms are left behind (Crous, 2019; Hoegh‐Guldberg et al, 2007; Loarie et al, 2009; Ward et al, 2016). Species with wide habitat tolerances (niche breadth) are buffered as local habitats change relative to species that are narrowly restricted to specific habitat types with less mobility (Eversham et al, 1996; Niemela, 2001).…”
Section: Introductionmentioning
confidence: 99%
“…The contribution of CHI to response velocity differs for each species. Mobile organisms, such as birds (Bateman et al, 2016; Jirinec et al, 2021; Rosenberg et al, 2019), large mammals (Berger, 2004; Tucker et al, 2018) and fish (Kleisner et al, 2017; Roberts et al, 2022), may locate distant habitats that become favourable as local conditions deteriorate, while sedentary organisms are left behind (Crous, 2019; Hoegh‐Guldberg et al, 2007; Loarie et al, 2009; Ward et al, 2016). Species with wide habitat tolerances (niche breadth) are buffered as local habitats change relative to species that are narrowly restricted to specific habitat types with less mobility (Eversham et al, 1996; Niemela, 2001).…”
Section: Introductionmentioning
confidence: 99%
“…A host of species inhabiting the MAB utilize estuaries during the warmer months (Murdy et al 1997, Able & Fahay 2010, such that these results may reflect the composite distributions of EMT component species as they undertook seasonal migrations to (spring) or from (fall) these systems. Alternatively, estuarine outflows may create areas of elevated habitat suitability in the coastal ocean, and the implementation of multispecies ecological niche modeling to explore the distributions uncovered here from a mechanistic perspective represents a promising area of future research (Roberts et al 2022). It is worth noting, however, that none of the factor loadings of the EMT seasonal-spatial distributions were associated with Chesapeake Bay, one of the largest estuaries in the USA.…”
Section: Pc2 Loadingsmentioning
confidence: 94%
“…This number of co‐occurring species was the maximum number of rare species that allowed the models to converge. The model background and structure has been described previously (Clark et al, 2017; Roberts et al, 2022). We assessed potential spatial and temporal autocorrelation on the coastal GJAM model, and detected limited evidence of either (Figure S5).…”
Section: Methodsmentioning
confidence: 99%