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Justyna Jupowicz-Kozak quote

Justyna Jupowicz-Kozak

CEO of Professional Science Editing for Scientists @ prosciediting.com

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classify based on

Grammar usage guide and real-world examples

USAGE SUMMARY

The phrase "classify based on" is correct and usable in written English.
You can use it when discussing the criteria or categories used to sort or organize information or items. Example: "We will classify based on the age and size of the specimens."

✓ Grammatically correct

Science

News & Media

Human-verified examples from authoritative sources

Exact Expressions

7 human-written examples

And there is no Supreme Court precedent subjecting laws that classify based on sexual orientation to the rigorous judicial scrutiny that has been applied to classifications based on race or sex.

News & Media

The New York Times

The laterites used in the Koh Ker monuments are difficult to classify based on their appearance.

Classes like bus, semi, and motorcycle were not included because they are relatively easy to classify based on their size.

The plaintiffs also make a persuasive case that laws which pertain to gays and lesbians should be considered under heightened scrutiny, a more searching form of legal review that courts have historically used when considering laws which classify based on race, sex and national origin.

News & Media

Huffington Post

We identified a multi-gene STS predictor, reproduced for the first time in multiple independent gene expression datasets, and in routinely collected paraffin tissue, which could serve as an aid to standard histopathologic methods, especially in the diagnosis of pleomorphic tumors that are impossible to classify based on state of the art histopathology.

Science

Plosone

The system just has to try to classify based on a set of often quite different exemplars that are not transforms of each other.

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Human-verified similar examples from authoritative sources

Similar Expressions

53 human-written examples

Those with missing data on one variable were classified based on the other.

Science

BMJ Open

As the feature space is one dimensional, this method simply classifies based on a single threshold.

Science

Plosone

These absorbents can be classified based on their characteristics of recyclability into irreversible and reversible ones.

Insulin preparations may be classified based on their duration of action and expediency of onset.

Subdural hematomas are often classified based on their acuity into acute, subacute, and chronic subtypes.

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Expert writing Tips

Best practice

When using "classify based on", ensure that the criteria for classification are clearly defined and relevant to the context.

Common error

Avoid using "classify based on" without specifying clear criteria. Vague criteria make the classification meaningless and confusing for the reader.

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

Antonio Rotolo, PhD

Digital Humanist | Computational Linguist | CEO @Ludwig.guru

Source & Trust

80%

Authority and reliability

4.1/5

Expert rating

Real-world application tested

Linguistic Context

The phrase "classify based on" functions as a verb phrase indicating a method of categorization. It emphasizes the criteria used to group items or concepts, as evidenced by Ludwig examples.

Expression frequency: Uncommon

Frequent in

Science

57%

News & Media

28%

Encyclopedias

14%

Less common in

Formal & Business

0%

Social Media

0%

Wiki

0%

Ludwig's WRAP-UP

In summary, the phrase "classify based on" is a grammatically sound and relatively common construction used to denote categorization according to specific criteria. Ludwig AI validates its correct usage in diverse contexts, predominantly within scientific and news-related domains. It’s advisable to specify the classification criteria clearly to avoid ambiguity. Consider alternatives like "categorize according to" or "sort by" for stylistic variation.

FAQs

How can I use "classify based on" in a sentence?

Use "classify based on" to indicate the criteria used for categorization, for example, "We will "classify based on" the size and age of the specimens."

What are some alternatives to "classify based on"?

You can use alternatives like "categorize according to", "sort by", or "group by" depending on the context.

Is it correct to say "classified by" instead of "classify based on"?

Yes, "classified by" is a shorter and often interchangeable alternative to "classify based on", although the latter is more explicit about the criteria.

What's the difference between "classify based on" and "categorize based on"?

While very similar, "categorize based on" and ""classify based on"" are nearly synonymous. "Classify" can sometimes imply a more formal or scientific approach to grouping.

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Source & Trust

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Authority and reliability

4.1/5

Expert rating

Real-world application tested

Most frequent sentences: