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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
that best classifies
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "that best classifies" is correct and usable in written English.
It can be used when you want to identify or categorize something in the most accurate way possible. Example: "Please select the option that best classifies the type of data you are working with."
✓ Grammatically correct
Science
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
SVM aims to find a hyperplane w T x + w0=0 that best classifies all the feature vectors and w T w0can be derived by minimize 1 2 w T w + C ∑ j = 1 N ξ j (3).
Human-verified similar examples from authoritative sources
Similar Expressions
59 human-written examples
We identified a panel of 11 proteins and combined them into a classifier that best classified samples into the two disease groups.
Science
Hence, by searching a classifier based on spectral clustering technique and positive definite kernels that best classified the common objects, co-segmentation was achieved.
To identify factors that best classify or predict cessation type: completed treatment (CT), early cessation (EC), or non-response (NR).
Discriminant function analysis was used to determine the combination of variables that best classified cases based on phase of illness.
As a widely used feature selection method, Minimum Redundancy-Maximum Relevance (mRMR) [14] is designed to select features that best classify the target variable.
Science
We did this because it might have been difficult for subjects to recall their illness response and then choose a response category that best classified their experience.
The key advantage of the AGEP method is that it examines each gene of the test sample and each sample group (such as cancer types) in the reference database independently, and then compares the results across tissues to find the genes that best classify the test sample.
Science
The division or branching process was accomplished by searching all input variables (ie, potential predictors) and all values of each input variable to find the individual variable and its cut-off value that best classified patients as responders or non-responders, as determined by some statistical criteria.
Science
NF-κB binding sites were found significantly over-represented in the promoters that best classify the ErbB2+ subgroup compared to the other 4 subgroups (Additional file 9: Table S2; Figure 3B) and 78% of the 27 genes expressed in the basal-like subgroup had also NF-κB binding site in the promoter.
Science
3. Select features that best classify in a supervised manner, pairwise, SIRS from sepsis or septic shock.
Science
Expert writing Tips
Best practice
When using "that best classifies", ensure the criteria for 'best' are clearly defined within the context. This avoids ambiguity and strengthens the statement's validity.
Common error
Avoid using "that best classifies" without specifying what makes the classification 'best'. Ensure the criteria are clear and measurable to prevent subjective interpretations.
Source & Trust
72%
Authority and reliability
4.5/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "that best classifies" functions as a relative clause, modifying a noun or noun phrase by specifying a particular quality or characteristic related to classification. This phrase indicates the superlative degree of classifying ability. Ludwig AI confirms its grammatical correctness.
Frequent in
Science
65%
Academia
15%
Formal & Business
10%
Less common in
News & Media
5%
Encyclopedias
3%
Wiki
2%
Ludwig's WRAP-UP
The phrase "that best classifies" functions as a relative clause that identifies the optimal method or criterion for categorization. Grammatically sound, it's prevalent across scientific, academic, and formal business contexts, as confirmed by Ludwig AI. Its usage emphasizes precision, and clarity in specifying the criteria for 'best' avoids ambiguity. For alternative phrasing consider "that most accurately categorizes" or "that effectively classifies" to add nuances to the meaning. Remember to clarify 'best' to ensure the statement's validity, especially in formal writing.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
that most accurately categorizes
Emphasizes accuracy in the classification process.
that optimally categorizes
Focuses on the optimality of the categorization.
that effectively classifies
Highlights the effectiveness of the classification.
that properly classifies
Indicates correctness in classification.
that suitably classifies
Suggests appropriateness in classification.
that appropriately classifies
Similar to 'suitably', emphasizing appropriateness.
that ideally classifies
Highlights the ideal nature of the classification.
that precisely classifies
Emphasizes precision in classification.
that distinctly classifies
Focuses on clear and distinct classification.
which classifies in the best way
Rephrases the query using a different sentence structure.
FAQs
How do I use "that best classifies" in a sentence?
Use "that best classifies" to specify the most suitable option among several choices for categorization, like: "Choose the method "that best classifies" the data based on accuracy and efficiency".
What are some alternatives to "that best classifies"?
You can use alternatives such as "that most accurately categorizes", "that optimally categorizes", or "that effectively classifies" depending on the specific nuance you want to convey.
Is it appropriate to use "that best classifies" in formal writing?
Yes, "that best classifies" is suitable for formal writing, especially in scientific and academic contexts where precise categorization is crucial.
What's the difference between "that best classifies" and "that better classifies"?
"That best classifies" implies the optimal categorization, while "that better classifies" suggests an improvement over a previous or alternative classification method. Choose based on whether you are highlighting the ideal choice or a comparative advantage.
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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
72%
Authority and reliability
4.5/5
Expert rating
Real-world application tested