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Mechanistic modeling of climate effects on redistribution and population growth in a community of fish species.

Publication ,  Journal Article
Tang, B; Roberts, SM; Clark, JS; Gelfand, AE
Published in: Global change biology
November 2023

Understanding community responses to climate is critical for anticipating the future impacts of global change. However, despite increased research efforts in this field, models that explicitly include important biological mechanisms are lacking. Quantifying the potential impacts of climate change on species is complicated by the fact that the effects of climate variation may manifest at several points in the biological process. To this end, we extend a dynamic mechanistic model that combines population dynamics, such as species interactions, with species redistribution by allowing climate to affect both processes. We examine their relative contributions in an application to the changing biomass of a community of eight species in the Gulf of Maine using over 30 years of fisheries data from the Northeast Fishery Science Center. Our model suggests that the mechanisms driving biomass trends vary across space, time, and species. Phase space plots demonstrate that failing to account for the dynamic nature of the environmental and biologic system can yield theoretical estimates of population abundances that are not observed in empirical data. The stock assessments used by fisheries managers to set fishing targets and allocate quotas often ignore environmental effects. At the same time, research examining the effects of climate change on fish has largely focused on redistribution. Frameworks that combine multiple biological reactions to climate change are particularly necessary for marine researchers. This work is just one approach to modeling the complexity of natural systems and highlights the need to incorporate multiple and possibly interacting biological processes in future models.

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Published In

Global change biology

DOI

EISSN

1365-2486

ISSN

1354-1013

Publication Date

November 2023

Volume

29

Issue

22

Start / End Page

6399 / 6414

Related Subject Headings

  • Population Growth
  • Population Dynamics
  • Forecasting
  • Fishes
  • Fisheries
  • Ecosystem
  • Ecology
  • Climate Change
  • Biomass
  • Animals
 

Citation

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Tang, B., Roberts, S. M., Clark, J. S., & Gelfand, A. E. (2023). Mechanistic modeling of climate effects on redistribution and population growth in a community of fish species. Global Change Biology, 29(22), 6399–6414. https://doi.org/10.1111/gcb.16963
Tang, Becky, Sarah M. Roberts, James S. Clark, and Alan E. Gelfand. “Mechanistic modeling of climate effects on redistribution and population growth in a community of fish species.Global Change Biology 29, no. 22 (November 2023): 6399–6414. https://doi.org/10.1111/gcb.16963.
Tang B, Roberts SM, Clark JS, Gelfand AE. Mechanistic modeling of climate effects on redistribution and population growth in a community of fish species. Global change biology. 2023 Nov;29(22):6399–414.
Tang, Becky, et al. “Mechanistic modeling of climate effects on redistribution and population growth in a community of fish species.Global Change Biology, vol. 29, no. 22, Nov. 2023, pp. 6399–414. Epmc, doi:10.1111/gcb.16963.
Tang B, Roberts SM, Clark JS, Gelfand AE. Mechanistic modeling of climate effects on redistribution and population growth in a community of fish species. Global change biology. 2023 Nov;29(22):6399–6414.
Journal cover image

Published In

Global change biology

DOI

EISSN

1365-2486

ISSN

1354-1013

Publication Date

November 2023

Volume

29

Issue

22

Start / End Page

6399 / 6414

Related Subject Headings

  • Population Growth
  • Population Dynamics
  • Forecasting
  • Fishes
  • Fisheries
  • Ecosystem
  • Ecology
  • Climate Change
  • Biomass
  • Animals