Insights into the cross-world independence assumption of causal mediation analysis

RM Andrews, V Didelez - Epidemiology, 2021 - journals.lww.com
Causal mediation analysis is a useful tool for epidemiologic research, but it has been
criticized for relying on a “cross-world” independence assumption that counterfactual …

Potential of 'stacking'early childhood interventions to reduce inequities in learning outcomes

C Molloy, M O'Connor, S Guo, C Lin… - J Epidemiol …, 2019 - jech.bmj.com
Background Early childhood interventions are critical for reducing child health and
development inequities. While most research focuses on the efficacy of single interventions …

Maternal mental health and infant emotional reactivity: a 20-year two-cohort study of preconception and perinatal exposures

E Spry, M Moreno-Betancur, D Becker… - Psychological …, 2020 - cambridge.org
BackgroundMaternal mental health during pregnancy and postpartum predicts later
emotional and behavioural problems in children. Even though most perinatal mental health …

Preventing postnatal depression: a causal mediation analysis of a 20-year preconception cohort

EA Spry, M Moreno-Betancur… - … of the Royal …, 2021 - royalsocietypublishing.org
Postnatal depression (PND) is common and predicts a range of adverse maternal and
offspring outcomes. PND rates are highest among women with persistent mental health …

Adiposity and breast, endometrial, and colorectal cancer risk in postmenopausal women: quantification of the mediating effects of leptin, C‐reactive protein, fasting …

SG Dashti, JA Simpson, V Viallon… - Cancer …, 2022 - Wiley Online Library
Background Mechanisms underlying the adiposity–cancer relationship are incompletely
understood. We quantified the mediating roles of C‐reactive protein (CRP), leptin, fasting …

Driving precision policy responses to child health and developmental inequities

S Goldfeld, S Gray, F Azpitarte, D Cloney, F Mensah… - Health …, 2019 - liebertpub.com
The growing evidence base on the extent of and opportunities to reduce inequities in
children's health and development still lacks the specificity to inform clear policy decisions. A …

The target trial: a powerful device beyond well-defined interventions

M Moreno-Betancur - Epidemiology, 2021 - journals.lww.com
There are 2 types of assumptions at play in causal inference. One type encapsulates what
we know (or think we know) both in the content area and about the data we have collected …

Inequities in children's reading skills: the role of home reading and preschool attendance

S Goldfeld, M Moreno-Betancur, S Guo, F Mensah… - Academic …, 2021 - Elsevier
Objective Children from socioeconomically disadvantaged backgrounds have poorer
learning outcomes. These inequities are a significant public health issue, tracking forward to …

Addressing child mental health inequities through parental mental health and preschool attendance

S Goldfeld, M Moreno-Betancur, S Gray, S Guo… - …, 2023 - publications.aap.org
BACKGROUND Prevention is key to reducing socioeconomic inequities in children's mental
health problems, especially given limited availability and accessibility of services. We …

Nonlinear mediation analysis with high-dimensional mediators whose causal structure is unknown

WW Loh, B Moerkerke, T Loeys, S Vansteelandt - Biometrics, 2022 - academic.oup.com
With multiple possible mediators on the causal pathway from a treatment to an outcome, we
consider the problem of decomposing the effects along multiple possible causal path (s) …