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Updated: Feb 28, 2026

Monitoring Spatial Segregation in Surface Colonizing Microbial Populations
Published on: October 29, 2016
Incorporating breeding abundance into spatial assignments on continuous surfaces.
Clark S Rushing1, Peter P Marra1, Colin E Studds1,2
1Migratory Bird Center Smithsonian Conservation Biology Institute National Zoological Park Washington DC USA.
Combining stable isotopes and abundance data improves migratory connectivity models for birds. Optimal weighting balances precision and error, offering better insights into species movements and conservation needs.
Area of Science:
- Ecology and conservation biology
- Stable isotope ecology
- Population dynamics
Background:
- Understanding migratory connectivity is vital for species conservation.
- Stable isotopes are a key tool for studying migratory connectivity in birds.
- Integrating abundance data with isotopes can improve assignment model resolution.
Purpose of the Study:
- To develop and assess statistical methods for combining stable isotopes and abundance data in migratory connectivity models.
- To optimize the weighting of isotope and abundance data for accurate geographic assignments.
- To provide guidelines for future studies on migratory connectivity.
Main Methods:
- Used known-origin stable-hydrogen isotope samples from six Neotropical migratory bird species.
- Assessed assignment models with varying contributions of isotope and abundance data.
- Applied Pareto optimality to identify optimal models minimizing error and assignment area for two species.
- Evaluated model performance on four additional species.
Main Results:
- Models integrating abundance data can increase precision but may also increase assignment error.
- Optimally weighted models can achieve higher precision and lower error than isotope-only models.
- The effectiveness of abundance data weighting depends on breeding abundance distribution.
- Patchier abundance distributions necessitate stronger downweighting of abundance data.
Conclusions:
- Breeding abundance is a valuable data source for inferring broad-scale movements of migratory birds.
- Optimized integration of abundance data enhances migratory connectivity inference.
- Developed guidelines for weighting abundance data in future connectivity studies.
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