34 citations · 53 across the 13 of their papers we have counts for
3 papers · 1 filter
Nonparametric efficient estimation of the longitudinal front-door functional
Marie S. Breum, Helene C. W. Rytgaard, Torben Martinussen +1
The front-door criterion is an identification strategy for the intervention-specific mean outcome in settings where the standard back-door criterion fails due to unmeasured exposur…
On the limitations of causal inference with current-treatment Cox models
Mark B. Knudsen, Erin E. Gabriel, Torben Martinussen +2
Cox models with time-varying treatments often include only the current treatment level. Translating such a model into causally meaningful intervention-specific survival probabiliti…
Causal effect on the number of life years lost due to a specific event: Average treatment effect and variable importance
Simon Christoffer Ziersen, Torben Martinussen
Competing risk is a common phenomenon when dealing with time-to-event outcomes in biostatistical applications. An attractive estimand in this setting is the "number of life-years l…