ReviewBMJ open2021
Consistency of causal claims in observational studies: a review of papers published in a general medical journal.
Review in BMJ open, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 11 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
11 citing papers in PubMed.
- Article
- Effects of evidence-based early mobilization on prognostic outcomes in older patients with acute ischemic stroke.Frontiers in public health · 2026Article
- Article
- Covariate selection strategies and estimands - a review of current practice of risk factor analysis from a causal perspective.BMC medical research methodology · 2025Review
- Immunometabolic Pathways: Investigating Mediators of Major Depressive Disorder and Atherosclerotic Cardiovascular Disease Comorbidity.Biological psychiatry global open science · 2025Article
- Causal language and inferences in observational rotator cuff database studies published from 2013 to 2022.Journal of orthopaedics · 2025Article
- Light to Moderate Alcohol Consumption and Cancer Incidence: The Norwegian Women and Health Cohort Study.Clinical epidemiology · 2025Article
- Psychological resilience and perceived stress among Chinese medical students: mediation between optimistic intelligence quotient and adversity quotient.BMC medical education · 2024Article
- Guidelines for Reporting Observational Research in Urology: The Importance of Clear Reference to Causality.Urology · 2023Article
- Causal and Associational Language in Observational Health Research: A Systematic Evaluation.American journal of epidemiology · 2022Article
- Watch your language: An exploration of the use of causal wording in veterinary observational research.Frontiers in veterinary science · 2022Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
5 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
objectiveTo evaluate the consistency of causal statements in observational studies published in
designReview of observational studies published in a general medical journal. DATA SOURCE: Cohort and other longitudinal studies describing an exposure-outcome relationship published in
main outcome measuresProportion of published research papers with 'inconsistent' use of causal language. Papers where language was consistently causal or non-causal were classified as 'consistently causal' or 'consistently not causal', respectively. For the 'inconsistent' papers, we then compared the published and submitted version.
resultsOf 151 published research papers, 60 described eligible studies. Of these 60, we classified the causal language used as 'consistently causal' (48%), 'inconsistent' (20%) and 'consistently not causal'(32%). Eleven out of 12 (92%) of the 'inconsistent' papers were already inconsistent on submission. The inconsistencies found in both submitted and published versions were mainly due to mismatches between objectives and conclusions. One section might be carefully phrased in terms of association while the other presented causal language. When identifying only an association, some authors jumped to recommending acting on the findings as if motivated by the evidence presented.
conclusionFurther guidance is necessary for authors on what constitutes a causal statement and how to justify or discuss assumptions involved. Based on screening these papers, we provide a list of expressions beyond the obvious 'cause' word which may inspire a useful more comprehensive compendium on causal language.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
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.