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Justyna Jupowicz-Kozak

CEO of Professional Science Editing for Scientists @ prosciediting.com

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that best classifies

Grammar usage guide and real-world examples

USAGE 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

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.

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

Plosone

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.

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.

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.

3. Select features that best classify in a supervised manner, pairwise, SIRS from sepsis or septic shock.

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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.

Antonio Rotolo, PhD - Digital Humanist | Computational Linguist | CEO @Ludwig.guru

Antonio Rotolo, PhD

Digital Humanist | Computational Linguist | CEO @Ludwig.guru

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.

Expression frequency: Common

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.

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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Most frequent sentences: