Hi Jinsong,

you can use the package  drc  on CRAN to fit logit and Weibull models
(but not the probit model) with natural mortality/response and/or
natural immunity to binomial data (maximum likelihood estimation).

To get an idea try:

library(drc)
?earthworms


Christian

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