User profiles for Stijn Vansteelandt
Stijn VansteelandtProfessor of Statistics, Ghent University Verified email at ugent.be Cited by 13993 |
Odds ratios for mediation analysis for a dichotomous outcome
TJ VanderWeele, S Vansteelandt - American journal of …, 2010 - academic.oup.com
For dichotomous outcomes, the authors discuss when the standard approaches to
mediation analysis used in epidemiology and the social sciences are valid, and they provide …
mediation analysis used in epidemiology and the social sciences are valid, and they provide …
Conceptual issues concerning mediation, interventions and composition
TJ VanderWeele, S Vansteelandt - Statistics and its Interface, 2009 - intlpress.com
Abstract Concepts concerning mediation in the causal inference literature are reviewed.
Notions of direct and indirect effects from a counterfactual approach to mediation are compared …
Notions of direct and indirect effects from a counterfactual approach to mediation are compared …
[HTML][HTML] The conduct and reporting of mediation analysis in recently published randomized controlled trials: results from a methodological systematic review
Objectives To describe the methodological characteristics of mediation analyses (MAs)
reported in recent randomized controlled trials (RCTs) and to propose recommendations on the …
reported in recent randomized controlled trials (RCTs) and to propose recommendations on the …
Analysis of incomplete data using inverse probability weighting and doubly robust estimators
S Vansteelandt, J Carpenter, MG Kenward - Methodology, 2010 - econtent.hogrefe.com
This article reviews inverse probability weighting methods and doubly robust estimation
methods for the analysis of incomplete data sets. We first consider methods for estimating a …
methods for the analysis of incomplete data sets. We first consider methods for estimating a …
Attributable mortality of ventilator-associated pneumonia: a reappraisal using causal analysis
M Bekaert, JF Timsit, S Vansteelandt… - American journal of …, 2011 - atsjournals.org
Rationale: Measuring the attributable mortality of ventilator-associated pneumonia (VAP) is
challenging and prone to different forms of bias. Studies addressing this issue have …
challenging and prone to different forms of bias. Studies addressing this issue have …
Effect decomposition in the presence of an exposure-induced mediator-outcome confounder
Methods from causal mediation analysis have generalized the traditional approach to direct
and indirect effects in the epidemiologic and social science literature by allowing for …
and indirect effects in the epidemiologic and social science literature by allowing for …
A comparison of multiple imputation and doubly robust estimation for analyses with missing data
…, MG Kenward, S Vansteelandt - Journal of the Royal …, 2006 - academic.oup.com
Multiple imputation is now a well-established technique for analysing data sets where some
units have incomplete observations. Provided that the imputation model is correct, the …
units have incomplete observations. Provided that the imputation model is correct, the …
[HTML][HTML] Mediation analysis with multiple mediators
T VanderWeele, S Vansteelandt - Epidemiologic methods, 2014 - degruyter.com
Recent advances in the causal inference literature on mediation have extended traditional
approaches to direct and indirect effects to settings that allow for interactions and non-…
approaches to direct and indirect effects to settings that allow for interactions and non-…
A simple unified approach for estimating natural direct and indirect effects
T Lange, S Vansteelandt… - American journal of …, 2012 - academic.oup.com
An important problem within both epidemiology and many social sciences is to break down
the effect of a given treatment into different causal pathways and to quantify the importance of …
the effect of a given treatment into different causal pathways and to quantify the importance of …
How do psychologically based interventions for chronic musculoskeletal pain work? A systematic review and meta-analysis of specific moderators and mediators of …
Psychologically based interventions aim to improve pain-related functioning by targeting
pain-related fears, cognitions and behaviors. Mediation and moderation analyses permit further …
pain-related fears, cognitions and behaviors. Mediation and moderation analyses permit further …