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Justyna Jupowicz-Kozak

CEO of Professional Science Editing for Scientists @ prosciediting.com

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classified using

Grammar usage guide and real-world examples

USAGE SUMMARY

The phrase "classified using" is correct and usable in written English.
It can be used when describing the method or criteria by which something is categorized or organized. Example: "The documents were classified using a color-coded system to enhance retrieval efficiency."

✓ Grammatically correct

Science

Academia

News & Media

Human-verified examples from authoritative sources

Exact Expressions

60 human-written examples

Normal and epileptic EEG signals were classified using linear classifier.

The extracted feature vectors are classified using a SVM classifier.

New examples are then classified using the trained classifier.

Further, the patent is classified using national and international classifications.

Science & Research

Nature

OTUs were classified using the Greengenes 16S rRNA reference database.

Science & Research

Nature

Results were classified using complex-valued artificial neural network (CVANN).

TES systems are classified using different types of criteria.

Science

Energy

So far, approximately 100,000 individual images have been classified using Peekaboom, von Ahn says.

Sequences were classified using the mothur version of the RDP Bayesian classifier45.

Science & Research

Nature

Approximately 5000 particles were manually picked and classified using reference-free 2D classification36.

Science & Research

Nature

Eukaryotic zOTUs are also taxonomically classified using the Protist Ribosomal Reference database (PR2 25.

Science & Research

Nature
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Expert writing Tips

Best practice

When using "classified using", ensure that the method or criteria for classification are clearly stated to avoid ambiguity.

Common error

Avoid using "classified using" without specifying the classification method; this can leave the reader wondering how the classification was performed. Be explicit about the criteria employed.

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

Antonio Rotolo, PhD

Digital Humanist | Computational Linguist | CEO @Ludwig.guru

Source & Trust

83%

Authority and reliability

4.5/5

Expert rating

Real-world application tested

Linguistic Context

The phrase "classified using" functions as a verb phrase acting as a descriptive modifier. It specifies the method, tool, or criteria employed to categorize or sort entities. As Ludwig AI highlights, it indicates the means by which a classification is achieved.

Expression frequency: Very common

Frequent in

Science

50%

Academia

30%

News & Media

20%

Less common in

Formal & Business

0%

Encyclopedias

0%

Wiki

0%

Ludwig's WRAP-UP

In summary, "classified using" is a grammatically sound and frequently used phrase to describe the method by which something is categorized. Ludwig AI confirms its correctness and usability. It is most commonly found in scientific and academic contexts, where precision in describing methodologies is crucial. When using this phrase, it's essential to clearly state the specific criteria or tools employed for classification to ensure clarity. Alternatives like "categorized by" or "sorted based on" can be used, but "classified using" is especially effective when emphasizing the specific methodology involved.

FAQs

How can I use "classified using" in a sentence?

You can use "classified using" to describe the method or system by which items are categorized. For instance, "The data was "classified using" a new algorithm."

What are some alternatives to "classified using"?

Alternatives include "categorized by", "grouped according to", or "sorted based on", depending on the specific context.

Is it better to say "classified by" or "classified using"?

Both "classified by" and "classified using" are grammatically correct, but "classified using" emphasizes the tool, method, or criteria employed in the classification process. "Classified by" is more general.

What's the difference between "classified using" and "identified through"?

"Classified using" implies a structured categorization process, while "identified through" suggests a method of recognition or discovery. For example, species might be "classified using" genetic markers, but diseases are "identified through" symptoms.

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Source & Trust

83%

Authority and reliability

4.5/5

Expert rating

Real-world application tested

Most frequent sentences: