Flexible Mediation Analysis Using Natural Effect Models
Expand the dataset and impute nested counterfactual outcomes
Methods for linear hypotheses in natural effect models
Linear hypotheses for natural effect models
Methods for natural effect models
Fit a natural effect model
Expand the dataset and calculate ratio-of-mediator probability weights
Expand the dataset and calculate ratio-of-mediator probability weights
Expand the dataset and calculate ratio-of-mediator probability weights
Confidence interval plots for linear hypotheses in natural effect mode...
Confidence interval plots for natural effect components
Methods for expanded datasets
Expanded dataset
Expand the dataset and impute nested counterfactual outcomes
Expand the dataset and impute nested counterfactual outcomes
Run flexible mediation analyses using natural effect models as described in Lange, Vansteelandt and Bekaert (2012) <DOI:10.1093/aje/kwr525>, Vansteelandt, Bekaert and Lange (2012) <DOI:10.1515/2161-962X.1014> and Loeys, Moerkerke, De Smet, Buysse, Steen and Vansteelandt (2013) <DOI:10.1080/00273171.2013.832132>.