ArticleEuropean journal of epidemiology2021
Assessing causality in epidemiology: revisiting Bradford Hill to incorporate developments in causal thinking.
Article in European journal of epidemiology, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 90 papers, 9 of them syntheses that pooled it.
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Who cites it
90 citing papers in PubMed, 9 syntheses or guidelines pooled it.
- Body mass index (BMI) and risk of lung cancer: a systematic review and meta-analysis of studies using directly measured and genetically proxied measures of BMI.Cancer causes & control : CCC · 2026Pooled it
- The Impact of Selenium Exposure During Pregnancy on Risk for Miscarriage: A Systematic Review.International journal of molecular sciences · 2026Pooled it
- Health outcomes following childhood or adolescent exposure to household food insecurity: a rapid systematic review.Public health nutrition · 2025Pooled it
- Characterization and stratification of risk factors of stroke in people living with HIV: A theory-informed systematic review.BMC cardiovascular disorders · 2025Pooled it
- Developing an HIV-specific falls risk prediction model with a novel clinical index: a systematic review and meta-analysis method.BMC infectious diseases · 2024Pooled it
- Maternal modifiable factors and risk of congenital heart defects: systematic review and causality assessment.BMJ open · 2024Pooled it
- Free Sugar Intake and Periodontal Diseases: A Systematic Review.Nutrients · 2022Pooled it
- SARS-CoV-2 infection during pregnancy and risk of preeclampsia: a systematic review and meta-analysis.American journal of obstetrics and gynecology · 2022Pooled it
- Pooled it
- An exploration of the relationship between perceived injustice and pain severity in breast cancer survivors: a structural equation model.Supportive care in cancer : official journal of the Multinational Association of Supportive Care in Cancer · 2025Trial
- Beyond correlation and causation: epistemic caution, anomalous findings, and COVID-19 vaccine safety.Philosophy, ethics, and humanities in medicine : PEHM · 2026Review
- Evidence-based atlas of risk and protective factors for psychotic disorders: an umbrella review to inform personalized prognosis and prevention.World psychiatry : official journal of the World Psychiatric Association (WPA) · 2026Article
- Multi-database pharmacovigilance identifies disproportionate reporting of hepatobiliary events with avacopan: an integrative study with network pharmacology and interpretable machine learning.Naunyn-Schmiedeberg's archives of pharmacology · 2026Article
- Early atherogenesis: In search of etiology.International journal of cardiology. Cardiovascular risk and prevention · 2026Review
- Interpreting ultraprocessed food trial evidence: evidentiary limits, reporting practices, and policy relevance.The American journal of clinical nutrition · 2026Review
- Race and Ethnicity, Hypertension, and Neuroimaging Markers of Brain Aging: A Causal Mediation Analysis in the HABS-HD Study.Neurology · 2026Article
- Leisure-time physical activity and low back pain in Switzerland: results from the 2022 cross-sectional Swiss Health Survey.BMC musculoskeletal disorders · 2026Article
- Ultraprocessed food research and scientific discourse.Nature food · 2026Review
- Review
- Changes in cannabis potency and cannabis-related psychiatric harms: a 23-year ecological study in Denmark.Psychological medicine · 2026Article
30 more citing papers are in PubMed but not listed here.
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Authors and funding
5 authors.
Funding
Abstract
The nine Bradford Hill (BH) viewpoints (sometimes referred to as criteria) are commonly used to assess causality within epidemiology. However, causal thinking has since developed, with three of the most prominent approaches implicitly or explicitly building on the potential outcomes framework: directed acyclic graphs (DAGs), sufficient-component cause models (SCC models, also referred to as 'causal pies') and the grading of recommendations, assessment, development and evaluation (GRADE) methodology. This paper explores how these approaches relate to BH's viewpoints and considers implications for improving causal assessment. We mapped the three approaches above against each BH viewpoint. We found overlap across the approaches and BH viewpoints, underscoring BH viewpoints' enduring importance. Mapping the approaches helped elucidate the theoretical underpinning of each viewpoint and articulate the conditions when the viewpoint would be relevant. Our comparisons identified commonality on four viewpoints: strength of association (including analysis of plausible confounding); temporality; plausibility (encoded by DAGs or SCC models to articulate mediation and interaction, respectively); and experiments (including implications of study design on exchangeability). Consistency may be more usefully operationalised by considering an effect size's transportability to a different population or unexplained inconsistency in effect sizes (statistical heterogeneity). Because specificity rarely occurs, falsification exposures or outcomes (i.e., negative controls) may be more useful. The presence of a dose-response relationship may be less than widely perceived as it can easily arise from confounding. We found limited utility for coherence and analogy. This study highlights a need for greater clarity on BH viewpoints to improve causal assessment.
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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.