no code implementations • 5 Dec 2022 • Ivana Malenica, Jeremy R. Coyle, Mark J. Van Der Laan, Maya L. Petersen
Our causal target parameter is the mean latent outcome we would have obtained after one time-step, if, starting at time t given the observed past, we had carried out a stochastic intervention that maximizes the outcome under a resource constraint.
1 code implementation • 29 Jun 2021 • Laura B. Balzer, Mark van der Laan, James Ayieko, Moses Kamya, Gabriel Chamie, Joshua Schwab, Diane V. Havlir, Maya L. Petersen
First, outcomes are often missing for some individuals within clusters.
2 code implementations • 25 Jul 2018 • Laura B. Balzer, Diane V. Havlir, Joshua Schwab, Mark J. Van Der Laan, Maya L. Petersen
This document provides the analytic plan for evaluating adult HIV incidence, health, and implementation outcomes for the first phase of the SEARCH Study.
Applications
no code implementations • 8 Jun 2017 • Laura B. Balzer, Wenjing Zheng, Mark J. Van Der Laan, Maya L. Petersen
Incorporating working assumptions during estimation is more robust than assuming they hold in the underlying causal model.
Methodology