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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com
categorization according to
Grammar usage guide and real-world examplesUSAGE 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
Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
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.
Science
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).
Science
Data categorization according to this factor for siRNA and shRNA experiments is shown in Figure 1.
Science
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
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
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
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.
Science
Tumor diagnosis was verified by histological methods, and pathological categorization was determined according to the World Health Organization (WHO) classification system.
Science
(C) Categorization of TSSs according to their relative position and direction to the downstream gene.
Science & Research
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.
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.
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.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
classification based on
This alternative replaces "categorization" with "classification" and uses "based on" instead of "according to", slightly altering the structure while maintaining the core meaning.
organized according to
Replaces "categorization" with "organized", emphasizing the structure imposed by the criteria.
grouping in accordance with
This phrase uses "grouping" instead of "categorization" and "in accordance with" for a more formal tone.
classified under
This alternative focuses on placing items within predetermined categories.
segmented based on
This alternative is often used in market research or data analysis, indicating distinct segments formed by the criteria.
sorted by
This alternative is more concise and implies a specific order in the arrangement.
arranged by
Similar to "sorted by", this suggests a deliberate placement or order based on a criterion.
structured around
This emphasizes the framework created by the categorization criteria.
divided by
This suggests a separation into distinct groups based on the specified criteria.
indexed by
Implies a systematic listing or referencing based on the 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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Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Source & Trust
81%
Authority and reliability
4.1/5
Expert rating
Real-world application tested