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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com
be read with caution
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "be read with caution" is correct and usable in written English.
It can be used when advising someone to approach the information or content carefully, as it may contain sensitive or misleading elements. Example: "The following report contains preliminary findings that should be read with caution, as they are subject to further verification."
✓ Grammatically correct
Science
News & Media
Encyclopedias
Alternative expressions(13)
be approached carefully
require careful consideration
be read with care
be interpreted with caution
be viewed with caution
be accepted with caution
be seen with caution
be analyzed with caution
be tempered with caution
be regarded with caution
be administered with caution
be addressed with caution
be evaluated with caution
Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Human-verified examples from authoritative sources
Exact Expressions
27 human-written examples
This book needs to be read with caution.
News & Media
This is not a representative sample, meaning the results should be read with caution.
News & Media
The two panels in Fig. 7 need to be read with caution as the MSPFs are not precisely comparable (see Appendix).
Science
Thus philosophical opinions that were attributed to him in various writings that he left only in draft versions should be read with caution, because they were published posthumously by partisan proponents of Jansenism rather than their original author.
Science
Therefore, even if results based on income tax statistics must be read with caution, especially in the case of countries with important levels of tax evasion, they can still be informative and remain a unique source to study the dynamics of income concentration during the first half of the twentieth century.
Lee could not verify the numbers used in the report, and she emphasized that any statistics coming out of North Korea should be read with caution.
News & Media
Human-verified similar examples from authoritative sources
Similar Expressions
31 human-written examples
The results, however, should be read with some caution.
News & Media
Zhou dynasty (c. 1046 256 bce) sources are more plentiful, but even these must at times be supplemented by writings of the Han period (206 bce–220 ce), which, however, must be read with great caution.
Encyclopedias
These figures need to be read with extreme caution, but show a huge potential for asking questions about tasks, processes, efficiency and quality.
Science
Heritability figures must be read with considerable caution: among other things, they reflect only the amount of variation within the studied population that can be explained by genes, roughly speaking.
Science
Thus the conclusions regarding glycosylation should be read with some caution.
Science
Expert writing Tips
Best practice
When using "be read with caution", clearly state the specific reasons for the caution. Are there methodological limitations, potential biases, or conflicting evidence that readers should be aware of? Providing context will enhance clarity.
Common error
Avoid using "be read with caution" when a simple disclaimer would suffice. If the information is merely preliminary or subject to change, a less emphatic phrase may be more appropriate. Ensure the level of caution aligns with the actual risk of misinterpretation.
Source & Trust
82%
Authority and reliability
4.5/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "be read with caution" functions as an advisory expression. It signals to the reader that the information presented should be interpreted with a degree of skepticism or critical awareness. Ludwig provides numerous examples where this phrase is used to preface potentially flawed or incomplete data.
Frequent in
Science
60%
News & Media
20%
Encyclopedias
10%
Less common in
Formal & Business
5%
Wiki
3%
Reference
2%
Ludwig's WRAP-UP
The phrase "be read with caution" serves as a critical advisory, urging readers to approach information with skepticism due to potential limitations, biases, or preliminary findings. As Ludwig AI confirms, this phrase is grammatically sound and commonly used across diverse contexts, especially in scientific and news domains. When using "be read with caution", provide explicit reasons for the caveat to enhance clarity. Alternatives such as "be approached with skepticism" or "be considered carefully" can be employed to convey a similar meaning. Ensure the caution level aligns with the risk of misinterpretation and avoid overstating the concerns. Master these guidelines to wield this caution effectively in your writing.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
be approached with skepticism
Focuses more directly on the skeptical mindset the reader should adopt.
be considered carefully
Emphasizes the need for thorough and thoughtful consideration.
be interpreted judiciously
Highlights the importance of sound judgment in understanding the information.
be viewed critically
Directs the reader to analyze the information from a critical perspective.
be taken with a grain of salt
Suggests a degree of doubt or reservation regarding the information's accuracy.
warrant careful interpretation
Indicates that the information requires careful understanding to avoid misinterpretations.
demand cautious understanding
Highlights the necessity of a cautious approach to comprehending the information.
require careful consideration
Emphasizes the need for thorough and deliberate evaluation.
should not be taken at face value
Warns against accepting the information without scrutiny.
must be carefully evaluated
Underlines the importance of a thorough assessment of the information's validity.
FAQs
What does it mean when something should "be read with caution"?
It means the information may be unreliable, incomplete, or potentially misleading and should "be approached carefully". There may be limitations, biases, or other factors that affect its validity.
How can I use "be read with caution" in a sentence?
Use it to advise readers to be skeptical or critical of the information they're about to encounter. For example: "The findings of this study should "be read with caution" due to its small sample size."
Are there alternatives to "be read with caution"?
Yes, you can use phrases like "be approached with skepticism", "be considered carefully", or "be interpreted judiciously" to convey a similar meaning.
When is it appropriate to say something should "be read with caution"?
It's appropriate when there are known issues affecting the reliability or validity of the information. This could include methodological flaws, potential biases, or preliminary data that hasn't been fully verified. Always explain why the caution is necessary.
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Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Source & Trust
82%
Authority and reliability
4.5/5
Expert rating
Real-world application tested