Causal Inference with Continuous (Multiple Time Point) Interventions


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Documentation for package ‘CICI’ version 0.9.8

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calc.weights Calculate outcome weights to address positivity violations
CICI Causal Inference with Continuous (Multiple Time Point) Interventions
contrast Counterfactual contrast from the parametric or sequential g-formula for continuous multiple time point interventions
custom.measure Custom estimands after applying 'gformula'
EFV Pharmacoepidemiological HIV treatment data
EFVfull Pharmacoepidemiological HIV treatment data
feasible Estimate Feasible Intervention Strategies
fit.updated.formulas Fit models after screening
gformula Parametric g-formula for continuous multiple time point interventions
make.model.formulas Compose appropriate model formulas
mi.boot Obtaining estimates from multiply imputed data
model.formulas.update Update model formulas based on variable screening
model.update Update GAM models
msm Marginal structural model from the parametric g-formula for continuous multiple time point interventions
plot.feasible Plot Method for 'feasible' objects
plot.gformula Plot dose-response curves
print.feasible Print method for 'feasible' objects
sgf Sequential g-formula for continuous multiple time point interventions
summary.feasible Summarize a 'feasible' object