Sibling comparison designs to assess social exposures and empirical tools to guide interpretation: an illustrative study of childhood income and subsequent mental disorders

In this example, estimates from the sibling comparison design may reflect limited exposure variability within families and unmet life course model assumptions, rather than or in addition to the removal of shared familial confounding. The empirical approaches we developed help researchers distinguish methodologic factors from genuine null findings, and are available with R code for implementation.

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Publication Details

Journal
Epidemiology
Published
2025-12-02
DOI
https://doi.org/10.1097/ede.0000000000001937
Primary Topic
Advanced Causal Inference Techniques
Type
article
Field-Weighted Citation Impact
0.00
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article

Sibling comparison designs to assess social exposures and empirical tools to guide interpretation: an illustrative study of childhood income and subsequent mental disorders

John Joseph McGrath, Christian Hakulinen, Carsten Bøcker Pedersen, Nanna Weye et al.
Epidemiology
Advanced Causal Inference Techniques
article

Sibling comparison designs to assess social exposures and empirical tools to guide interpretation: an illustrative study of childhood income and subsequent mental disorders

John Joseph McGrath, Christian Hakulinen, Carsten Bøcker Pedersen, Nanna Weye, Tomáš Formánek, Linda Ejlskov, Oleguer Plana‐Ripoll, Buket Öztürk Esen
article en

Abstract

In this example, estimates from the sibling comparison design may reflect limited exposure variability within families and unmet life course model assumptions, rather than or in addition to the removal of shared familial confounding. The empirical approaches we developed help researchers distinguish methodologic factors from genuine null findings, and are available with R code for implementation.

Epidemiology
Norwegian Institute of Public Health (NO), The University of Queensland (AU), Aarhus University (DK), University of Cambridge (GB), Park Centre for Mental Health (AU), Aarhus University Hospital (DK), Finnish Institute for Health and Welfare (FI), Queensland Centre for Mental Health Research (AU), Barcelona Institute for Global Health (ES), National Institute of Mental Health (CZ)
Openalex Percentile: Top 63%
Advanced Causal Inference Techniques
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Sibling comparison designs to assess social exposures and empirical tools to guide interpretation: an illustrative study of childhood income and subsequent mental disorders — John Joseph McGrath, Christian Hakulinen, et al. · Epidemiology (2025) | TGRS Research Map | TGRS