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Justyna Jupowicz-Kozak quote

Justyna Jupowicz-Kozak

CEO of Professional Science Editing for Scientists @ prosciediting.com

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based on several features

Grammar usage guide and real-world examples

USAGE SUMMARY

The phrase "based on several features" is correct and usable in written English.
You can use it when discussing criteria or characteristics that inform a decision, analysis, or conclusion. Example: "The model was developed based on several features that influence customer behavior."

✓ Grammatically correct

Science

Academia

News & Media

Human-verified examples from authoritative sources

Exact Expressions

10 human-written examples

Our application would analyse the tweets on a given user's timeline and automatically classify those under predefined categories based on several features of the tweets.

It consists of segmentation and follow-up fuzzy logic classification based on several features derived from elevation and multi-spectral image data.

Thereby, for the authors, foresight is based on several features: They describe knowledge as "widely dispersed" and constantly changing, but above all necessary to " inform decisions for policies and strategies to be based on sound evidence and expert opinion".

The holotype individual of Nedoceratops hatcheri (USNM 2412) is interpreted as an "old adult," based on several features that are comparable with those in specimens considered to be old individuals of Triceratops and other ceratopsians [32], [33].

Science

Plosone

ResBoost predicts catalytic residues based on several features, including evolutionary conservation, 3D clustering, residue solvent accessibility, and hydrophobicity.

Inference of a sensory function for the Anabaena sensory rhodopsin (ASR) was based on several features [ 2], including its co-transcription with a 14 kDa protein with which it was shown to physically interact.

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Human-verified similar examples from authoritative sources

Similar Expressions

50 human-written examples

The following section gives a description of classification methods applied to evaluate the effect of automated classification of diagnostically challenging breast MRI lesions such as foci and non-mass-enhancing lesions based on several feature extraction methods.

Cincius (1949) and the German linguist Johannes Benzing (1955), is based on several linguistic features that typically differentiate the two groups.

Encyclopedias

Britannica

Up to 5,000 people will be chosen to participate in the forum based on several demographic features, including age, income, ethnic and racial background, occupation and state of residence.

News & Media

The New York Times

Finally, we also hope to create models which give a better prediction of return reversal based on several other features such as technical indicators generated from the price data.

Based on several desirable features, we chose the coiled-coil domains GR1 and GR2, at 4 KDa each approximately, from the GABAB-R1 and GABAB-R2 receptors.

Science

Plosone
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Expert writing Tips

Best practice

When using "based on several features", ensure the features are clearly defined and relevant to the subject being discussed for clarity and impact.

Common error

Avoid using "based on several features" without specifying what those features are. Lack of specific features makes the statement weak and unactionable.

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 "based on several features" functions as a prepositional phrase modifying a verb or noun. It indicates the criteria or basis upon which a judgment, classification, or analysis is made. Ludwig examples show its use in diverse contexts, reinforcing its versatility.

Expression frequency: Common

Frequent in

Science

60%

Academia

20%

News & Media

10%

Less common in

Encyclopedias

3%

Wiki

4%

Formal & Business

3%

Ludwig's WRAP-UP

In summary, the phrase "based on several features" is a grammatically sound and frequently used prepositional phrase indicating that a decision, classification, or analysis is derived from multiple criteria. As confirmed by Ludwig, it is suitable for various contexts, particularly in scientific, academic, and professional writing. While versatile, clarity is key. Always ensure the features are clearly defined. Related phrases include "relying on multiple characteristics" and "predicated on various attributes", offering alternative ways to express the same concept. Remember to specify the features to add strength to your message and avoid vagueness.

FAQs

How can I use "based on several features" in a sentence?

Use "based on several features" to introduce a conclusion or decision that is supported by multiple criteria. For example, "The classification was "based on several features", including size, color, and texture."

What are some alternatives to "based on several features"?

You can use alternatives like "relying on multiple characteristics", "predicated on various attributes", or "drawing from diverse factors" depending on the context.

Is it better to list the features instead of saying "based on several features"?

Listing the specific features provides more clarity and detail. Using "based on several features" is acceptable when the features are already understood or listing them would be too lengthy.

Can I use "based on several features" in formal writing?

Yes, "based on several features" is appropriate for formal writing. However, ensure that the features are well-defined and relevant to maintain a professional tone.

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Source & Trust

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Authority and reliability

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Expert rating

Real-world application tested

Most frequent sentences: