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stat.ME2025
On treating right-censoring events like treatments
Lan Wen, Aaron L. Sarvet, Jessica G. Young
In causal inference literature, potential outcomes are often indexed by the "elimination of all right-censoring events," leading to the perception that such a restriction is necess…
stat.ME2025
Estimating average treatment effects when treatment data are absent in a target study
Lan Wen, Aaron L Sarvet
Researchers are frequently interested in understanding the causal effect of treatment interventions. However, in some cases, the treatment of interest--readily available in a rando…
stat.ME2025
Encoding and inference on separable effects for sustained treatments
Ignacio Gonzalez-Perez, Kerollos Nashat Wanis, Aaron Leor Sarvet +1
Sustained treatment strategies are common in many domains, particularly in medicine, where many treatment are delivered repeatedly over time. The effects of adherence to a treatmen…