The C-Word: Scientific Euphemisms Do Not Improve Causal Inference From Observational Data
- PMID: 29565659
- PMCID: PMC5888052
- DOI: 10.2105/AJPH.2018.304337
The C-Word: Scientific Euphemisms Do Not Improve Causal Inference From Observational Data
Abstract
Causal inference is a core task of science. However, authors and editors often refrain from explicitly acknowledging the causal goal of research projects; they refer to causal effect estimates as associational estimates. This commentary argues that using the term "causal" is necessary to improve the quality of observational research. Specifically, being explicit about the causal objective of a study reduces ambiguity in the scientific question, errors in the data analysis, and excesses in the interpretation of the results.
Comment in
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Causal Thinking as a Critical Tool for Eliminating Social Inequalities in Health.Am J Public Health. 2018 May;108(5):623. doi: 10.2105/AJPH.2018.304383. Am J Public Health. 2018. PMID: 29617596 Free PMC article. No abstract available.
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Let's Require the "T-Word".Am J Public Health. 2018 May;108(5):624. doi: 10.2105/AJPH.2018.304365. Am J Public Health. 2018. PMID: 29617601 Free PMC article. No abstract available.
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Cause and Association: Missing the Forest for the Trees.Am J Public Health. 2018 May;108(5):620. doi: 10.2105/AJPH.2018.304366. Am J Public Health. 2018. PMID: 29617603 Free PMC article. No abstract available.
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The C-Word: The More We Discuss It, the Less Dirty It Sounds.Am J Public Health. 2018 May;108(5):625-626. doi: 10.2105/AJPH.2018.304392. Am J Public Health. 2018. PMID: 29617608 Free PMC article. No abstract available.
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Data Are Not Enough-Hurray For Causality!Am J Public Health. 2018 May;108(5):622. doi: 10.2105/AJPH.2018.304379. Am J Public Health. 2018. PMID: 29617621 Free PMC article. No abstract available.
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Start With the "C-Word," Follow the Roadmap for Causal Inference.Am J Public Health. 2018 May;108(5):621. doi: 10.2105/AJPH.2018.304358. Am J Public Health. 2018. PMID: 29617622 Free PMC article. No abstract available.
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Calculating Versus Estimating Causal Effects.Am J Public Health. 2018 Aug;108(8):e4-e5. doi: 10.2105/AJPH.2018.304546. Am J Public Health. 2018. PMID: 29995463 Free PMC article. No abstract available.
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A Clarification on Causal Questions: We Ask Them More Often Than We Realize.Am J Public Health. 2018 Aug;108(8):e4. doi: 10.2105/AJPH.2018.304547. Am J Public Health. 2018. PMID: 29995464 Free PMC article. No abstract available.
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The C-Word.Am J Public Health. 2018 Sep;108(9):e5. doi: 10.2105/AJPH.2018.304614. Am J Public Health. 2018. PMID: 30089012 Free PMC article. No abstract available.
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Guidelines for Reporting Observational Research in Urology: The Importance of Clear Reference to Causality.Eur Urol. 2023 Aug;84(2):147-151. doi: 10.1016/j.eururo.2023.04.027. Epub 2023 Jun 5. Eur Urol. 2023. PMID: 37286459
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