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Justyna Jupowicz-Kozak

CEO of Professional Science Editing for Scientists @ prosciediting.com

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categorization according to

Grammar usage guide and real-world examples

USAGE SUMMARY

The phrase "categorization according to" is correct and usable in written English.
You can use it when discussing how items or concepts are classified based on specific criteria or standards. Example: "The categorization according to age groups helps in tailoring marketing strategies effectively."

✓ Grammatically correct

Science

News & Media

Human-verified examples from authoritative sources

Exact Expressions

21 human-written examples

The categorization according to data model was used because the data model is the main factor driving other capabilities, including querying and scaling.

We hypothesized that those with higher categorization according to the CD classification would exhibit poorer outcomes for disability and pain [7].

In this paper, we use the pulse shape categorization according to the correlation property [7]: Orthogonal pulse design is the pulse shaping scheme where perfect reconstruction condition is fulfilled (details given in Section 3.2.2) and matched filtering is employed.

The analysis of sodium concentrations in the samples (Fig. 7) allow the categorization according to sodium toxicity from plant root intake (Ayers and Westcot 1985): less than 69.0 mg L−1 (category I), from 69.0 to 207.0 mg L−1 (category II), more than 207 mg L−1 (category III).

Data categorization according to this factor for siRNA and shRNA experiments is shown in Figure 1.

Science

Plosone

Data categorization according to the duplex stability evaluated through the calculation of Gibbs free energy (ΔG) was performed for data subsets with terminal asymmetry of siRNA or potential siRNA like cleavage product of 2 kcal/mol and higher.

Science

Plosone
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Human-verified similar examples from authoritative sources

Similar Expressions

39 human-written examples

The problem with such rigid categorizations, according to "Ugly Delicious," is, for one thing, creative stagnation.

News & Media

The New Yorker

To date, no studies have reported results about the influence of mammographic density on the reliability of histopathological findings of breast biopsies that are currently classified by the B-categorization according to the National Coordinating Group for Breast Screening Pathology [ 5].

Science

BMC Cancer

We are aware of the fact that in the latter case species qualities with multiple parents may be taken into account, due to different categorizations according to conflicting species concepts.

Tumor diagnosis was verified by histological methods, and pathological categorization was determined according to the World Health Organization (WHO) classification system.

Science

BMC Cancer

(C) Categorization of TSSs according to their relative position and direction to the downstream gene.

Science & Research

Nature
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Expert writing Tips

Best practice

When using "categorization according to", ensure the criteria for categorization are clearly defined and consistently applied throughout your writing.

Common error

Avoid shifting the categorization criteria mid-analysis. Once you've established the basis for your "categorization according to", stick to it unless explicitly justifying a change.

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

4.1/5

Expert rating

Real-world application tested

Linguistic Context

The phrase "categorization according to" functions as a prepositional phrase that modifies a noun, indicating the basis or criteria upon which something is categorized. Ludwig AI confirms its grammatical correctness and usability. It's used to specify the method or standard used for creating categories.

Expression frequency: Uncommon

Frequent in

Science

80%

News & Media

10%

Formal & Business

10%

Less common in

Academia

0%

Encyclopedias

0%

Wiki

0%

Ludwig's WRAP-UP

In summary, "categorization according to" is a grammatically sound phrase used to express the criteria for grouping items. Ludwig AI analysis indicates that it is most commonly found in scientific and formal contexts, though it also appears in news media. While not exceptionally common, its usage is well-established, and alternative phrases like "classification based on" and "organized according to" can be used for variety. When using the phrase, ensure clarity and consistency in applying the categorization criteria.

FAQs

How can I use "categorization according to" in a sentence?

Use "categorization according to" when you want to express how things are grouped based on certain criteria. For example, "The data categorization according to age helped identify key demographic trends."

What are some alternatives to "categorization according to"?

You can use alternatives like "classification based on", "grouping in accordance with", or "organized according to" depending on the context.

Is "categorization according to" formal or informal?

"Categorization according to" is generally suitable for formal and semi-formal contexts, such as academic papers, reports, and professional documents. For more informal settings, simpler alternatives might be preferred.

What's the difference between "categorization according to" and "classification according to"?

While both terms are similar, "categorization according to" emphasizes the process of grouping, whereas "classification according to" often implies a more structured and predefined system of grouping.

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Source & Trust

81%

Authority and reliability

4.1/5

Expert rating

Real-world application tested

Most frequent sentences: