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On the logic of collapsibility for causal effect measures

Mats Julius Stensrud
2022
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Mats Julius Stensrud
2022
Journal Articles

Source officielle

Publications associées (27)

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

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Publications associées (27)

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

Pezhman Eghbalishamsabadi

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 ...

EPFL2025

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