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Consistency of causal claims in observational studies: a review of papers published in a general medical journal

Camila Olarte Parra, Lorenzo Bertizzolo, Sara Schroter, Agnès Dechartres, Els Goetghebeur

2021BMJ Open31 citationsDOIOpen Access PDF

Abstract

OBJECTIVE: . DESIGN: Review of observational studies published in a general medical journal. DATA SOURCE: in 2018. We also had access to the submitted papers and reviewer reports. MAIN OUTCOME MEASURES: Proportion 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. RESULTS: Of 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. CONCLUSION: Further 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.

Topics & Concepts

Observational studyMedicineCompendiumCausal inferenceConsistency (knowledge bases)Causality (physics)MEDLINEOutcome (game theory)LinguisticsPathologyArtificial intelligenceComputer sciencePhilosophyPhysicsMathematicsPolitical scienceLawQuantum mechanicsMathematical economicsAdvanced Causal Inference TechniquesMeta-analysis and systematic reviewsPhilosophy and History of Science
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