Counterfactual Prediction

Obtain counterfactual prediction of a fit.

Usage

predict_counterfactual(fit, treatment, data, vcov, vcov_args, ...)

Arguments

fit

fitted object.

treatment

(formula) formula of form treatment ~ strata(s).

data

(data.frame) raw dataset.

vcov

(function or character) variance function or name.

vcov_args

(list) additional arguments for variance function.

...

Additional arguments for methods.

Value

List of class prediction_cf containing following elements:

• estimate: predicted marginal mean.

• residual: residual of the bias-corrected prediction.

• predictions: all predicted values.

• predictions_liner: linear predictions.

• schema: randomization schema.

• response: response value.

• fit: fitted model.

• model_matrix: model matrix.

• treatment_formula: treatment assignment and randomization formula.

• treatment: treatment value.

• group_idx: group index based on the stratification.

• variance: estimated variance of the marginal mean.

• variance_name: name of the variance.