e=0 ?

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Gaby

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Nov 20, 2025, 9:39:24 AMNov 20
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I'm a beginner BioGeoBEARS user running a BSM (1000 replicates) with the DEC+J model on a dataset of 21 taxa and 9 areas (max_range_size=5). The analysis runs fine, but I'm confused by the results.
The output summary table shows both the a and e parameters as 0. As I understad, the DEC model does not include the "a" parameter, so a=0 would make sense. However, I expected the extinction rate e to be non-zero. Is it plausible for the ML estimate of e to be exactly zero, or could this indicate an issue with my dataset or model setup?

As I said, everithing else looks normal and the script ran smoothly without errors.

Any thoughts on what might be happening would be very helpful.

Thanks for your help!
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Ivan Magalhães

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Nov 20, 2025, 12:29:49 PMNov 20
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Dear Gaby

The DEC model implemented by BioGeoBEARS has long been known to underestimate extinction/extirpation rates, frequently estimating the rate to be 0, even in simulated scenarios where it is known to be higher. See the original paper describing DEC, Fig 1B: https://academic.oup.com/sysbio/article-abstract/57/1/4/1703014?redirectedFrom=fulltext

So, this is to be expected...

Best,
Ivan

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Dr. Ivan L. F. Magalhaes


Investigador Asistente  CONICET
Curador Asociado 
 Colección Nacional de Aracnología
Zootaxa Associate Editor — Araneae: Filistatidae, Synspermiata (in part)
Docente   Programa de Pós-Graduação em Biodiversidade Neotropical, UNILA

División Aracnología
Museo Argentino de Ciencias Naturales "Bernardino Rivadavia" 
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Buenos Aires, Argentina

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Nick Matzke

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Nov 20, 2025, 4:29:44 PMNov 20
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Yes, that's right - e is often estimated to be 0, except in BAYAREALIKE models - it competes with processes like vicariance, which produce smaller range sizes via speciation.  BAYAREALIKE does not change the range at speciation, so it's forced to use both range expansion (d) and range contraction (e) to get species around to the different tip ranges.

Cheers,
Nick


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