Used and loved by millions

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 quote

Justyna Jupowicz-Kozak

CEO of Professional Science Editing for Scientists @ prosciediting.com

MitStanfordHarvardAustralian Nationa UniversityNanyangOxford

are identified based on

Grammar usage guide and real-world examples

USAGE SUMMARY

The phrase "are identified based on" is correct and usable in written English.
It can be used when explaining the criteria or factors that determine how something is recognized or categorized. Example: "The species are identified based on their unique genetic markers."

✓ Grammatically correct

Science

Academia

News & Media

Human-verified examples from authoritative sources

Exact Expressions

60 human-written examples

Several linear models are identified based on different working conditions.

Both are identified based on literature reviews and expert opinions.

Two types of cold waves are identified based on observed minimum surface temperature and statistical analysis.

Science & Research

Nature

These settlements are identified based on a review of case activity collected by Securities Class Action Services LLC (SCAS).

The areas requiring future research are identified, based on the available body of knowledge.

The minimum energy surfaces are identified based on existing experimental observations.

Dislocation parameters for nickel are identified based on existing molecular dynamics simulations.

Two failure modes are identified based on the locations of cracks in the beam specimens.

For each fuel, three types of flames are identified based on their visual appearance.

Five distinct slug flow sub-regimes are identified based on the visual observations.

Diffusion, reaction and/or convection control regimes are identified based on these two parameters.

Show more...

Expert writing Tips

Best practice

When using "are identified based on", ensure the criteria for identification are clear and specific. This enhances clarity and avoids ambiguity in your writing.

Common error

Avoid using overly general or subjective criteria when stating how things "are identified based on". Instead, provide objective and measurable factors for more precise and credible identification.

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

Antonio Rotolo, PhD

Digital Humanist | Computational Linguist | CEO @Ludwig.guru

Source & Trust

81%

Authority and reliability

4.5/5

Expert rating

Real-world application tested

Linguistic Context

The phrase "are identified based on" functions as a grammatical structure used to indicate the criteria or basis upon which something is recognized or categorized. As indicated by Ludwig AI, this phrase is suitable for explaining the determinants of recognition.

Expression frequency: Very common

Frequent in

Science

71%

Academia

12%

News & Media

7%

Less common in

Formal & Business

3%

Encyclopedias

0%

Wiki

0%

Ludwig's WRAP-UP

The phrase "are identified based on" is a versatile and grammatically sound construction frequently employed to articulate the foundational criteria for recognizing or categorizing entities. According to Ludwig AI, it serves as a precise means of specifying the basis for identification. Predominantly observed within scientific and academic circles, the phrase maintains a formal register emphasizing objective and measurable standards. While alternatives such as "are recognized by" or "are classified according to" exist, "are identified based on" distinctively underscores the dependency on specific determinants. To ensure clarity, it's advisable to provide specific and measurable standards when employing this phrase in writing.

FAQs

How can I use "are identified based on" in a sentence?

Use "are identified based on" to explain the criteria used to recognize or categorize something. For example, "Species "are identified based on" their genetic markers."

What are some alternatives to "are identified based on"?

Alternatives include "are recognized by", "are determined by", or "are classified according to", depending on the specific context.

Which is correct, "are identified based on" or "are identified by"?

"Are identified based on" specifies the criteria used for identification, while "are identified by" is more general. The choice depends on whether you want to emphasize the specific factors involved.

What's the difference between "are identified based on" and "are characterized by"?

"Are identified based on" focuses on the specific criteria used for identification, whereas "are characterized by" highlights the typical traits or features of something. The most suitable option depends on the context and what you want to emphasize.

ChatGPT power + Grammarly precisionChatGPT power + Grammarly precision
ChatGPT + Grammarly

Editing plus AI, all in one place.

Stop switching between tools. Your AI writing partner for everything—polishing proposals, crafting emails, finding the right tone.

Source & Trust

81%

Authority and reliability

4.5/5

Expert rating

Real-world application tested

Most frequent sentences: