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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
driven by face
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "driven by face" is not correct and does not convey a clear meaning in written English.
It may be intended to express a concept related to appearance or facial expression, but without context, it is unclear when it could be used. Example: "His decisions seemed to be driven by face, rather than logic or reason."
⚠ May contain grammatical issues
Science
News & Media
Alternative expressions(3)
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
Before model comparison, we formulated a "base model" that accounted for: 1) the fact that the entire network is driven by face and nonface stimuli (objects and patterns), and 2) that OFA and FFA respond preferentially to faces, while V5 responds preferentially to motion.
Science
Human-verified similar examples from authoritative sources
Similar Expressions
59 human-written examples
In this era, when digital and virtual environments drive interactions and collaborations, Design Factory has its own physical environment, which is solely driven by face-to-face and human-to-human interactions.
These results could impact our understanding of all phenomena driven by face-to-face interactions, such as the spreading of transmissible infectious diseases and information.
Science
Hollywood is driven by beautiful faces.
News & Media
A story is driven by the facing and resolution of the central conflict.
News & Media
"The cloud is driven by consumer-facing companies like Google and Facebook.
News & Media
It was concluded that orienting is driven by more general face properties (e.g. the particular low spatial frequencies of the face), which may act through both sub-cortical and cortical mechanisms [38,39].
Science
And, in the countries where we have seen birthrates drop, they are about decisions driven by women who face three defining facts.
News & Media
Furthermore, these results were driven by the angry face context, because the PPI for angry vs. sad produced similar results to those identified for angry vs. neutral and for both the right and left amygdala seed (see Supplement 1), whereas no significant effects were found for the sad vs. neutral PPI.
Science
However, this could be attributable to improved case finding driven by the increase in face-to-face consultations or due to improved recording by practices, rather than any actual general deterioration in the health of people with SMI.
Science
These difficulties in childhood could be a result of reduced face expertise, in turn driven by an early impairment in face orienting.
Science
Expert writing Tips
Best practice
When describing influences related to appearance, consider using more specific and grammatically sound phrases like "influenced by appearance" or "guided by looks".
Common error
Avoid using "driven by face" when you intend to convey influences of appearance or emotion. This phrase is often misinterpreted, so prioritize clarity by using more conventional language.
Source & Trust
85%
Authority and reliability
2.8/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "driven by face" functions as a prepositional phrase, but its meaning is not readily apparent. Ludwig AI indicates it's grammatically questionable. Examples show use in contexts relating to facial recognition and social interaction, but the expression remains uncommon.
Frequent in
Science
50%
News & Media
50%
Formal & Business
0%
Less common in
Encyclopedias
0%
Wiki
0%
Reference
0%
Ludwig's WRAP-UP
In summary, the phrase "driven by face" is grammatically questionable and lacks clear meaning in standard English. As Ludwig AI points out, its intended meaning, potentially related to appearance or facial features, is not immediately obvious. While some examples exist, they are infrequent and varied in context. For improved clarity, consider using alternatives such as "motivated by appearance" or "influenced by facial features". These alternatives convey similar concepts with greater precision and grammatical correctness. Prioritizing clear and conventional language ensures effective communication.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
motivated by appearance
Emphasizes the role of outward presentation as a primary motivator, replacing "face" with the broader concept of "appearance".
influenced by facial features
Focuses on specific aspects of the face as influencing factors, providing a more detailed perspective than the original phrase.
guided by looks
Uses a more colloquial term "looks" to represent facial appearance, simplifying the expression.
led by countenance
Replaces "face" with the more formal term "countenance", indicating facial expression and overall demeanor.
propelled by visual appeal
Shifts the emphasis from the face itself to the overall visual attraction, broadening the scope.
determined by physical attractiveness
Highlights the role of attractiveness in driving actions, focusing on a specific quality related to appearance.
impacted by facial aesthetics
Emphasizes the aesthetic qualities of the face and their impact, using more formal language.
shaped by outward presentation
Broadens the concept to include any outward presentation, not just the face, changing the focus slightly.
governed by first impressions
Connects the face to the broader concept of first impressions, shifting the context.
affected by facial expression
Specifically targets the impact of facial expressions, providing a narrower focus than the original phrase.
FAQs
What does "driven by face" mean?
The phrase "driven by face" is not a standard English expression and its meaning is unclear. It could potentially refer to being motivated or influenced by someone's appearance or facial expression, but this interpretation requires context.
What can I say instead of "driven by face"?
Consider using phrases like "motivated by appearance", "influenced by facial features", or "guided by looks" depending on the intended meaning.
Is it grammatically correct to say "driven by face"?
No, the phrase "driven by face" is not considered grammatically correct in standard English. It's better to use more common and understandable alternatives.
How can I make my writing more clear when discussing the impact of someone's appearance?
To improve clarity, use phrases that are directly related to the aspect of appearance you're discussing, such as "physical attractiveness", "outward presentation" or "facial expression".
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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
85%
Authority and reliability
2.8/5
Expert rating
Real-world application tested