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Appendix S1. R code to simulate data and analyze them with jags for square study areas.

Appendix S2. R code to simulate data and analyze them with jags for irregularly shaped study areas.

Appendix S3. Additional results from the simulation study using the square study area with 15 km side length.

Appendix S4. Description and additional results of the simulation study using an irregularly shaped study area.

Appendix S5. Design and results of the simulation study to investigate the effect of the size and the shape of the study area on the parameter estimates.

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