11 citations · 23 across the 3 of their papers we have counts for
4 papers
A Causal Roadmap for Generating High-Quality Real-World Evidence
Lauren E Dang, Susan Gruber, Hana Lee +23
Increasing emphasis on the use of real-world evidence (RWE) to support clinical policy and regulatory decision-making has led to a proliferation of guidance, advice, and frameworks…
Studying continuous, time-varying, and/or complex exposures using longitudinal modified treatment policies
Katherine L. Hoffman, Diego Salazar-Barreto, Nicholas Williams +2
This tutorial discusses methodology for causal inference using longitudinal modified treatment policies. This method facilitates the mathematical formalization, identification, and…
Causal survival analysis under competing risks using longitudinal modified treatment policies
Iván Díaz, Katherine L Hoffman, Nima S. Hejazi
Longitudinal modified treatment policies (LMTP) have been recently developed as a novel method to define and estimate causal parameters that depend on the natural value of treatmen…
Non-parametric causal effects based on longitudinal modified treatment policies
Iván Díaz, Nicholas Williams, Katherine L. Hoffman +1
Most causal inference methods consider counterfactual variables under interventions that set the treatment deterministically. With continuous or multi-valued treatments or exposure…