On the logic of collapsibility for causal effect measures

Mats Julius Stensrud
2022
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Mats Julius Stensrud
2022
Journal Articles

Official source

Related publications (27)

https://infoscience.epfl.ch/entities/publication/078a2e90-aef7-4ee4-8cc6-a9a07760791b

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Related publications (27)

Multimodal Prediction Framework for Total Shoulder Arthroplasty Outcomes: Integrating Morphological, Musculoskeletal, Finite Element, and Bayesian Causal Models

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This thesis aimed to estimate the effect of demographic and biomechanical preoperative variables on total shoulder arthroplasty (TSA) outcomes. To achieve this, various biomechanical variables were calculated using a clinical database comprising normal and ...

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A positivity robust strategy to study effects of switching treatment

Mats Julius Stensrud

In studies of medical treatments, individuals often experience post-treatment events that predict their future outcomes. In this work, we study how to use initial observations of a recurrent event - a type of post-treatment event - to offer updated treatme ...

2025

s-ID: Causal Effect Identification in a Sub-Population

Amir Mohammad Aboueimehrizi, Negar Kiyavash, Ehsan Mokhtarian

Causal inference in a sub-population involves identifying the causal effect of an intervention on a specific subgroup, which is distinguished from the whole population through the influence of systematic biases in the sampling process. However, ignoring th ...

Association for the Advancement of Artificial Intelligence2024