Estimating Malaria Vaccine Efficacy in the Absence of a Gold Standard Case De…
Accurate estimates of malaria vaccine efficacy require a reliable definition of a malaria case. However, the symptoms of clinical malaria are unspecific, overlapping with other childhood illnesses.…
The Case-Control Approach Can be More Powerful for Matched Pair Observational…
In an observational study, to investigate the treatment effect, one common strategy is to match the control subjects to the treated subjects. The outcomes between the two groups are then compared a…
Comparing Covariate Prioritization via Matching to Machine Learning Methods f…
When investigators seek to estimate causal effects, they often assume that selection into treatment is based only on observed covariates. Under this identification strategy, analysts must adjust fo…
Reinforced Designs : Multiple Instruments Plus Control Groups as Evidence Fac…
Absent randomization, causal conclusions gain strength if several independent evidence factors concur. We develop a method for constructing evidence factors from several instruments plus a direct c…
Selecting and Ranking Individualized Treatment Rules With Unmeasured Confounding
It is common to compare individualized treatment rules based on the value function, which is the expected potential outcome under the treatment rule. Although the value function is not point-identi…
Introduction to the Theory and Methods Special Issue on Precision Medicine an…
We introduce the Theory and Methods Special Issue on Precision Medicine and Individualized Policy Discovery. The issue consists of four discussion papers, grouped into two pairs, and sixteen regula…
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