Tjur's R2 - coefficient of determination (D)Source:
This method calculates the Coefficient of Discrimination
(also known as Tjur's R2; Tjur, 2009) for generalized linear (mixed) models
for binary outcomes. It is an alternative to other pseudo-R2 values like
Nagelkerke's R2 or Cox-Snell R2. The Coefficient of Discrimination
can be read like any other (pseudo-)R2 value.
Tjur, T. (2009). Coefficients of determination in logistic regression models - A new proposal: The coefficient of discrimination. The American Statistician, 63(4), 366-372.
model <- glm(vs ~ wt + mpg, data = mtcars, family = "binomial") r2_tjur(model) #> Tjur's R2 #> 0.4776926