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

according to a classification

Grammar usage guide and real-world examples

USAGE SUMMARY

The phrase "according to a classification" is correct and usable in written English.
It can be used when referring to information or data that is organized or categorized based on a specific system or criteria. Example: "According to a classification of species, this animal belongs to the mammal category."

✓ Grammatically correct

Science

Human-verified examples from authoritative sources

Exact Expressions

6 human-written examples

According to a classification that estimated the risk of aggressive behavior, five of nine cases showed high-risk tumors, including the present case.

Geographic information in the CPS is reported by place of residence according to a classification system of "statistical areas" based on population density and commuting patterns.

According to a classification proposed by UNECE (United Nations Economic Commission for Europe) [49], there are three main types of data sources that can be viewed as big data: human sourced (e.g., blog comments), process mediated (e.g., banking records), and machine generated (e.g., sensor measurements), cf. Table 4 for a summary.

The 26 genes encoding proteins with discernible functions were assigned to functional categories according to a classification scheme adapted from Riley [ 19].

The annual frequency of ICD-9 codes was also reported according to a classification proposed by Cherkin and colleagues, which is based on clinical categories of mechanical low back problems [ 23].

3 The baby's ethnicity in the NN4B data set is coded according to a classification devised for use in the Census of Population and other official records from 1991 onwards and updated for subsequent censuses.

Science

BMJ Open

Human-verified similar examples from authoritative sources

Similar Expressions

54 human-written examples

In a Dutch colon cancer study, further subdivision of comorbidity according to a modified Charlson classification did not improve the interpretation of comorbidity data (Lemmens et al, 2005).

Cases were classified according to the FAB classification and showed an initial percentage of circulating blasts more than 80%.

When considered according to COO classification a consistent trend toward better outcome with high polarized immune response score was observed across all three categories.

According to a recently proposed classification of coping, this family describes the avoidance or escape from a non-contingent environment [ 18].

F. tularensis is regarded as a category A biological agent according to the classification of the CDC Centers for Disease Control and Preventionn, Atlanta, GA, USA).

Show more...

Expert writing Tips

Best practice

When using "according to a classification", ensure the classification system is clearly defined or referenced for clarity.

Common error

Avoid stating something is true "according to a classification" without specifying which classification is being used. This can lead to confusion and weaken your statement.

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

4.5/5

Expert rating

Real-world application tested

Linguistic Context

The phrase "according to a classification" functions as a prepositional phrase that introduces a statement or finding that is based on a specific system of categorization. This phrase typically modifies a verb or noun, indicating the origin or basis of the information. Ludwig AI provides examples from various scientific papers and reports confirming this function.

Expression frequency: Uncommon

Frequent in

Science

100%

Less common in

News & Media

0%

Formal & Business

0%

Encyclopedias

0%

Ludwig's WRAP-UP

The phrase "according to a classification" is a prepositional phrase used to attribute information to a specific categorization system. Ludwig AI analysis indicates it is grammatically correct and frequently appears in formal writing, particularly in scientific and academic contexts. It's important to ensure that the classification being referenced is clear to avoid ambiguity. Alternative phrases like "based on a categorization" or "in line with a classification" can provide variety while maintaining clarity and context.

FAQs

How can I rephrase "according to a classification" for variety?

You can use alternatives like "based on a categorization", "as per a classification system", or "in line with a classification" depending on the context.

What does "according to a classification" imply about the information?

It indicates that the information is organized and categorized based on a specific system or criteria, not necessarily a universally accepted truth.

Is it always necessary to specify the classification when using "according to a classification"?

While not always mandatory, specifying the classification enhances clarity and credibility, especially in academic or professional contexts.

How formal is the phrase "according to a classification"?

It is generally suitable for formal and semi-formal contexts, such as academic papers, reports, and professional communications. More informal options are available, such as "based on".

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

80%

Authority and reliability

4.5/5

Expert rating

Real-world application tested

Most frequent sentences: