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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
according to extent
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "according to extent" is not correct and does not convey a clear meaning in written English.
It is unclear when to use it, as it lacks context and does not form a coherent expression. Example: "According to extent, the results were inconclusive." (This example is awkward and unclear.)
⚠ May contain grammatical issues
Science
Academia
News & Media
Encyclopedias
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
13 human-written examples
Next, we asked them to reread the statements they agreed with and place them on the score sheet according to extent of agreement (Figure 1).
RESULTS: Comparisons between patients treated in the periods between 1981-1988 and 1989-1997 according to extent of disease revealed that the mean time between the onset of disease symptoms and initiation of therapy has not changed significantly from the early 1980s to the late 1990s.
Academia
Crohn's Disease (CD) has a heterogeneous presentation, and is typically classified according to extent and location of disease.
Science
Crohn's disease (CD) is a heterogeneous disorder which is classically being classified according to extent and location of disease and its behavior (inflammatory, stenosing or fistulizing) [7], [8].
Science
The magnitude of this risk may vary according to extent of family history.
Science
However, this study did not report LRF rates according to extent of nodal downstaging.
Science
Human-verified similar examples from authoritative sources
Similar Expressions
47 human-written examples
This paper aims to study the extent to which innovation incentives in a duopoly change according to the extent of product substitutability and the "technological distance" of firms.
In addition to the extent of cerebral asymmetry, FTLD pathologies here could be grouped according to the extent of intra-hemispheric atrophy.
Science
Tests were also graded according to the extent to which they were structurally degraded.
Science
Inspections are generally conducted visually, and health grades are determined according to the extent of deformations.
Science
The severity of ataxia varies according to the extent of the lesion.
Expert writing Tips
Best practice
When aiming for precision, consider alternatives like "based on the extent of" or "to the extent that" for clearer communication. Avoid using "according to extent" in formal writing unless the context is very specific and well-defined.
Common error
Avoid using the phrase "according to extent" in contexts where more concrete terms like "size", "degree", or "scope" would provide greater clarity. For example, instead of "The severity varies according to extent of the lesion", write "The severity varies based on the size of the lesion."
Source & Trust
78%
Authority and reliability
2.8/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "according to extent" functions as a prepositional phrase, aiming to modify a verb or clause by specifying a condition or relationship based on a degree or scale. However, according to Ludwig AI, this phrase is not correct and does not convey a clear meaning in written English.
Frequent in
Science
60%
Academia
20%
News & Media
10%
Less common in
Encyclopedias
10%
Formal & Business
0%
Wiki
0%
Ludwig's WRAP-UP
In summary, while the phrase "according to extent" appears in various sources, particularly within scientific and academic literature, it's generally considered awkward and not the most effective way to express a proportional relationship. Ludwig AI underscores its lack of clarity and recommends using alternative phrases such as "based on the extent of" or "to the degree that" for improved precision. When considering the register, this phrase leans towards formal and scientific contexts, but given its potential for misinterpretation, careful consideration of alternative phrasing is advised to ensure clear and effective communication.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
based on the degree
Replaces "according to" with "based on" and uses "degree" to convey the level or intensity.
depending on the magnitude
Uses "depending on" to show conditional variance based on the size or scale.
in proportion to the scope
Emphasizes a direct relationship between two things and their respective scopes.
relative to the scale
Indicates a comparison based on a defined scale or measure.
commensurate with the size
Suggests a corresponding or proportionate relationship to the dimensions or volume.
as a function of the range
Highlights a mathematical or functional relationship concerning the spread or scope.
in relation to the intensity
Focuses on the strength or force and the corresponding effect.
conditional on the breadth
Specifies a condition dependent on the width or scope of something.
consistent with the reach
Indicates agreement or alignment based on the range or scope of impact.
corresponding to the dimension
Highlights the proportional relationship between different aspects of the subject.
FAQs
How can I rephrase "according to extent" for better clarity?
Consider using phrases like "based on the extent of", "depending on the degree of", or "to the degree that" for improved clarity and precision.
Is it grammatically correct to use "according to extent"?
While not strictly incorrect, the phrase "according to extent" can sound awkward and may not convey your intended meaning as clearly as alternative phrasings. It's often better to use phrases like "based on the degree" or "depending on the magnitude".
What does "according to extent" mean?
The phrase is intended to mean "in proportion to" or "depending on the degree of something". However, it's not the clearest way to express this, so consider rephrasing. You could also use "in relation to" or "relative to".
Which is a better phrase to use: "according to extent" or "to the extent that"?
"To the extent that" is generally a clearer and more widely accepted phrase than "according to extent". For example, "The project succeeded to the extent that resources were available" is clearer than "The project succeeded according to extent of available resources."
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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
78%
Authority and reliability
2.8/5
Expert rating
Real-world application tested