The crumble package provides nonparametric tools for estimating natural direct/indirect effects, randomized interventional effects, and recanting-twin effects in mediation analysis, with guidance on identification assumptions and non-binary treatments illustrated via case studies.
Recanting twins: addressing intermediate confounding in mediation analysis.arXiv preprint arXiv:2401.04450
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crumble: A comprehensive framework for modern causal mediation analysis with intermediate confounding
The crumble package provides nonparametric tools for estimating natural direct/indirect effects, randomized interventional effects, and recanting-twin effects in mediation analysis, with guidance on identification assumptions and non-binary treatments illustrated via case studies.