•N-mixture models were fit to simulated count data with different types and extents of unmodeled heterogeneity.•Estimates had substantial bias with even slight amounts of unmodeled heterogeneity in the data.•Bootstrap goodness-of-fit test cannot diagnose bias when detectability and sample sizes are low.•A new diagnostic is proposed to identify bias in parameter estimates.
Ecological Modelling – Elsevier
Published: Apr 24, 2018
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