4 papers
A causal modeling perspective on decision theory
Arvid Sjölander
Decision theory provides a formal framework for how agents should make choices under uncertainty, drawing on ideas from philosophy, probability, and causality. Despite significant…
Evaluation of clinical utility in emulated clinical trials
Johannes Hruza, Arvid Sjölander, Erin Gabriel +2
Dynamic treatment regimes have been proposed to personalize treatment decisions by utilizing historical patient data, but they may not always improve on the current standard of car…
Propensity weighting plus adjustment in proportional hazards model is not doubly robust
Erin E Gabriel, Michael C Sachs, Ingeborg Waernbaum +5
Recently, it has become common for applied works to combine commonly used survival analysis modeling methods, such as the multivariable Cox model and propensity score weighting, wi…
Adding covariates to bounds: What is the question?
Gustav Jonzon, Erin E Gabriel, Arvid Sjölander +1
Symbolic nonparametric bounds for partial identification of causal effects now have a long history in the causal literature. Sharp bounds, bounds that use all available information…