For explink with deriv = 0, the exponential of theta, i.e.,
exp(theta) when inverse = FALSE.
And if inverse = TRUE then
log(theta);
if theta is not positive then it will return NaN.
For deriv = 1, then the function returns
d eta / d theta as a function of theta
if inverse = FALSE,
else if inverse = TRUE then it returns the reciprocal.
Here, all logarithms are natural logarithms, i.e., to base e.