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Mats Julius Stensrud

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Publications associées (44)

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Separable Effects for Causal Inference in the Presence of Competing Events

Mats Julius Stensrud

In time-to-event settings, the presence of competing events complicates the definition of causal effects. Here we propose the new separable effects to study the causal effect of a treatment on an event of interest. The separable direct effect is the treatm ...

2020

On the logic of collapsibility for causal effect measures

Mats Julius Stensrud

WILEY2022

Discussion on "Causal mediation of semicompeting risks" by Yen-Tsung Huang

Mats Julius Stensrud

2021

We Need Subject Matter Expertise to Choose and Identify Causal Estimands: Comment on "Estimands for Recurrent Event Endpoints in the Presence of a Terminal Event"

Mats Julius Stensrud, Matias Janvin

We summarize what we consider to be the two main limitations of the "Estimands for Recurrent Event Endpoints in the Presence of a Terminal Event" (Schmidli et al. 2022). First, the authors did not give detailed guidance on how to choose an appropriate esti ...

TAYLOR & FRANCIS INC2023

A generalized theory of separable effects in competing event settings

Mats Julius Stensrud

In competing event settings, a counterfactual contrast of cause-specific cumulative incidences quantifies the total causal effect of a treatment on the event of interest. However, effects of treatment on the competing event may indirectly contribute to thi ...

2021

Optimal regimes for algorithm-assisted human decision-making

Mats Julius Stensrud, Aaron Leor Sarvet, Julien David Laurendeau

We consider optimal regimes for algorithm-assisted human decision-making. Such regimes are decision functions of measured pre-treatment variables and, by leveraging natural treatment values, enjoy a superoptimality property whereby they are guaranteed to o ...

2024

Re-evaluating the mythical divide between traditional and novel cardiovascular risk factors in rheumatoid arthritis

Mats Julius Stensrud

Cardiovascular (CV) risk factors for rheumatoid arthritis (RA) are conventionally classified as 'traditional' and 'novel'. We argue that this classification is obsolete and potentially counterproductive. Further, we discuss problems with the common practic ...

Bmj Publishing Group2024

Mats J Stensrud and Aaron L. Sarvet's contribution to the Discussion of 'Assumption-lean inference for generalised linear model parameters' by Vansteelandt and Dukes

Mats Julius Stensrud, Aaron Leor Sarvet

2022

Discussion of ‘Experimental Evaluation of Algorithm-Assisted Human Decision-Making: Application to Pretrial Public Safety Assessment’, part 2

Mats Julius Stensrud, Aaron Leor Sarvet

Imai et al.(IJGHS) have conducted a timely experiment on evaluating a decision support algorithm. However, we are concerned by their choice of estimands which, even if they appear plausible at first, rely on notions and assumptions for which we cannot ever ...

2023

A nationwide lockdown and deaths due to COVID-19 in the Indian subcontinent

Mats Julius Stensrud, Amit Nityanand Sawant

During the COVID-19 pandemic, the effects of nationwide lockdowns on health outcomes have been widely studied in Western, developed countries. However, the effects of lockdowns in emerging and developing countries are largely unknown. We used data from Ind ...

Elsevier2023

Explaining the relationships between age, endocrine therapy persistence and risk of recurrence in hormone-positive early breast cancer: A nationwide cohort study

Mats Julius Stensrud, Elise Hélène Dumas

2024

Identification of Vaccine Effects When Exposure Status Is Unknown

Mats Julius Stensrud

Results from randomized controlled trials (RCTs) help determine vaccination strategies and related public health policies. However, defining and identifying estimands that can guide policies in infectious disease settings is difficult, even in an RCT. The ...

2023

Dependent censoring

Mats Julius Stensrud

In survival studies, all participants are rarely followed until they die. Methods for lifetime analysis are designed to handle such incompletely observed lifetimes. We call these lifetimes censored. The standard method for lifetime analysis assumes that th ...

Norwegian Medical Assoc2024

Identified Versus Interesting Causal Effects in Fertility Trials and Other Settings With Competing or Truncation Events

Mats Julius Stensrud

Supplemental Digital Content is available in the text. ...

LIPPINCOTT WILLIAMS & WILKINS2021

Different types of interference in randomized trials

Mats Julius Stensrud

NORWEGIAN MEDICAL ASSOC2022

Explaining the sharp decline in birth rates in Canada and the United States in 2020

Mats Julius Stensrud, Amit Nityanand Sawant

Birth rates in Canada and the United States declined sharply in March 2020 and deviated from historical trends. This decline was absent in similarly developed European countries. We argue that the selective decline was driven by incoming individuals, who w ...

OXFORD UNIV PRESS INC2025

Longitudinal incremental propensity score interventions for limited resource settings

Mats Julius Stensrud, Aaron Leor Sarvet

Many real‐life treatments are of limited supply and cannot be provided to all individuals in the population. For example, patients on the liver transplant waiting list usually cannot be assigned a liver transplant immediately at the time they reach highest ...

2023

Without Commitment to an Ontology, There Could Be No Causal Inference

Mats Julius Stensrud, Aaron Leor Sarvet

2022

Goal Attempts

Mats Julius Stensrud

NORWEGIAN MEDICAL ASSOC2021

Aaron Sarvet and Mats Stensrud's contribution to the Discussion of 'Experimental evaluation of algorithm-assisted human decision-making: application to pretrial public safety assessment' by Imai et al., part 1

Mats Julius Stensrud, Aaron Leor Sarvet

2023