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For modelling count data in regression settings, the negative binomial GLM is far preferable to the Poisson GLM. Indeed, I would go so far as to say that the latter is a bad model that should almost never be used (see discussion here). Generally speaking, the residual values from a Poisson model will not identify problems with overdispersion. What usually ...


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