Sampler getting stuck around zero

Hi,

I’m trying to sample from the posterior of a somewhat complex latent variable model and am having some trouble. In particular, the sampler sometimes get stuck very close to zero for one of my model’s parameters. I’m attaching a traceplot and pairs image to demonstrate.

Has anyone else had similar problems? Any ideas on how to fix it?

If you are that confident that gamma_M_R0_scale cannot be close to zero, then your prior choices should effectively preclude that possibility.

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