58 citations · 82 across the 30 of their papers we have counts for
28 papers · 1 filter
Causal inference with staggered entries and effects that change over calendar time
Lorenzo Gasparollo, Mats J. Stensrud
Studies with staggered entry, in which individuals enroll at different calendar times, are ubiquitous in medicine and related disciplines. Because these studies usually have a fixe…
On the choice of using raw or demographically-corrected scores
Ignacio Gonzalez-Perez, Mats Julius Stensrud, Marco Piccininni
Demographic corrections are routinely performed in many disciplines, including psychology. Yet, there are ongoing debates about whether these corrections are appropriate and improv…
Causal Inference for All: Marginal Estimands for Outcomes Truncated by Death
Ruixuan Zhao, Mats Stensrud, Linbo Wang
In longitudinal studies, outcomes of interest are often truncated by death, meaning that they are only observed or well-defined conditional on intercurrent events such as survival.…
A simple strategy for valid inference in target trial emulations
Mats Julius Stensrud
Target trial emulation has improved comparative effectiveness research by making the causal question, assumptions, and analysis plan explicit. However, target trial protocols are u…
On causal inference with marked point process data
Pål Christie Ryalen, Mats Julius Stensrud, Kjetil Røysland
We define dynamic treatment regimes and associated potential outcomes for data described by marked point processes (MPPs). These definitions motivate MPP analogues of the commonly…
Effects conditional on post-treatment events generated by independent mechanisms
Marco Piccininni, Mats J. Stensrud
In both observational studies and randomized trials, post-treatment events such as dropout, nonadherence, and truncation by death occur frequently. In some studies, conditioning on…