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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
avoid unseen
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "avoid unseen" is not correct and does not convey a clear meaning in written English.
It may be intended to suggest avoiding things that are not visible or known, but the phrasing is awkward and unclear. Example: "To ensure safety, we must avoid unseen hazards in the workplace."
⚠ May contain grammatical issues
Science
News & Media
Encyclopedias
Alternative expressions(2)
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
1 human-written examples
Now a study published in this week's Nature shows that this almond-sized structure orchestrates two different types of fear response: a Pavlovian, reflexive reaction--like startling upon the sight of a snake--and a voluntary choice to avoid unseen, possible danger--such as shunning a sinister neighborhood.
Science & Research
Human-verified similar examples from authoritative sources
Similar Expressions
59 human-written examples
However, the use of NKT cells as cellular adjuvant of immunity in the clinic will require a better knowledge of the pharmacology of lipid agonists in order to optimize their action and avoid potential unseen off-target effects.
Science
Thus, the serpent in Eden talks to Eve, and Balaam's ass not only speaks but also seeks to avoid an angel, unseen by Balaam, that is blocking the road, while trees compete for kingship in the celebrated parable of Jotham in Judges.
Encyclopedias
I stopped occasionally where it seemed there was something that looked like a sign along the trail, and I tried to stay away from the edge of the slope to avoid falling off an unseen cliff, but otherwise I just kept on going.
News & Media
It still seems like FPS gamers would be working under a handicap compared to a PC (against me, anyway), but if I were to sit down with some Killzone 2 or what have you, I'd buy one of these things sight unseen just to avoid the embarrassment of dual-analog control.
News & Media
Once a tree is fully grown, the DT can be pruned in a bottom-up fashion to improve the robustness of the likelihood estimates for unseen data and to avoid over-fitting.
What other reviewers think: The Chicago Tribune: "It's Hunter's exploration of the outlier that has earned her a reputation as a writer willing to explore what others avoid -- the ugly, unformed and unseen".
News & Media
Instead, we validated the method by which the Prediction Signature was identified, by subdividing the samples into training and test sets at random, using unseen data for validation, to avoid overfitting.
Science
Above all, they must avoid the police, who are a constant, mostly unseen menace — a minor inconvenience, a source of absurd frustration and also, sometimes, a serious, even mortal threat.
News & Media
As mentioned in Section 2, bottom-up pruning is applied to the trees in order to avoid over-fitting and improve the robustness against unseen data.
It's the kind of blood that most movies avoid and that, Mr. Greengrass suggests, is what remains unseen in global traumas like this.
News & Media
Expert writing Tips
Best practice
When discussing potential risks, use more precise language such as "avoid potential hazards" or "mitigate unforeseen dangers" instead of the awkward phrase "avoid unseen".
Common error
Avoid using vague phrases like "avoid unseen" that lack clarity. Always strive for direct and specific language to ensure your message is easily understood.
Source & Trust
84%
Authority and reliability
2.8/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "avoid unseen" functions as a verb phrase where "avoid" is the verb and "unseen" acts as an adjective modifying an implied noun (e.g., dangers, risks). However, Ludwig AI indicates that this phrasing is not standard and lacks clarity. It could be improved by specifying what is being avoided.
Frequent in
Science
30%
News & Media
30%
Encyclopedias
10%
Less common in
Formal & Business
10%
Wiki
10%
Reference
10%
Ludwig's WRAP-UP
In summary, while the phrase "avoid unseen" aims to convey the idea of preventing exposure to hidden risks or dangers, it is grammatically awkward and lacks clarity. As Ludwig AI points out, it's not standard English. More precise alternatives such as "avoid hidden dangers" or "mitigate unforeseen risks" are recommended for clearer and more effective communication. When aiming for precision in academic or professional contexts, steering clear of such vague phrasing is crucial.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
avoid the invisible
Focuses on avoiding things that cannot be seen.
avoid non-obvious dangers
Focuses on avoiding dangers that are not easily noticed or understood.
avoid the unknown
Highlights the act of steering clear of things that are not known or understood.
avoid potential pitfalls
This emphasizes avoiding hidden dangers or difficulties that could cause problems.
mitigate hidden risks
Emphasizes reducing the impact of risks that are not obvious.
prevent unforeseen dangers
Focuses on stopping dangers that could not be predicted.
steer clear of concealed hazards
Highlights the act of avoiding hazards that are hidden or not easily noticeable.
evade latent threats
Emphasizes escaping threats that are present but not yet active or visible.
dodge imperceptible risks
Focuses on swiftly avoiding risks that are difficult to perceive.
circumvent underlying issues
Highlights finding a way around problems that are not immediately apparent.
FAQs
What does "avoid unseen" mean?
The phrase "avoid unseen" is not standard English and lacks clarity. It likely intends to convey avoiding dangers or risks that are not immediately apparent or known, but it's better to use phrases like "avoid hidden dangers" or "mitigate unforeseen risks".
How can I rephrase "avoid unseen" to sound more natural?
Instead of "avoid unseen", consider using phrases such as "avoid the invisible", "avoid the unknown", or "mitigate hidden risks" for better clarity and impact.
Is "avoid unseen" grammatically correct?
No, "avoid unseen" is not grammatically correct in standard English. The word "unseen" is typically used as an adjective, and the phrase lacks the necessary grammatical structure for conveying a clear meaning. Using more common expressions such as "avoid potential hazards" is advisable.
What are some alternatives to "avoid unseen" in academic writing?
In academic writing, it's crucial to be precise. Instead of "avoid unseen", use alternatives like "mitigate unforeseen dangers", "prevent unforeseen risks", or "address underlying vulnerabilities".
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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
84%
Authority and reliability
2.8/5
Expert rating
Real-world application tested