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
CEO of Professional Science Editing for Scientists @ prosciediting.com
according to classifications
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "according to classifications" is correct and usable in written English.
It can be used when referencing specific categories or systems of classification in various contexts, such as scientific, academic, or organizational discussions. Example: "According to classifications established by the International Union for Conservation of Nature, several species are at risk of extinction."
✓ Grammatically correct
Science
News & Media
Alternative expressions(4)
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
12 human-written examples
21 The magnitude of the associations was judged according to classifications proposed by Landis and Koch 22 and Cicchetti.
Science
Families were categorised as having a lower social economic status or not according to classifications from the Standard Occupational Classification.
Responses were recoded by nosologists according to classifications based on the ninth revision of the International Classification of Diseases (ICD-9) [ 12].
Science
Thus, the prognosis and treatment course of cases with emphysematous pyelonephritis can be determined according to classifications based on CT findings.
Science
DSes described in veterinary literature according to classifications of Kiwiranta [ 32] and Bornard [ 14], their localization, and affected breeds are summarized in Table 1[ 9- 40].
The key advantage of the present study, aside from its prospective design, is its ability to differentiate GCs by anatomical subsite and histological subtype according to classifications made by a team of expert pathologists.
Science
Human-verified similar examples from authoritative sources
Similar Expressions
48 human-written examples
In the case of SVM or CRF, sentences are separated into groups according to classification scores.
RESULTS: According to classification tree analysis, patients with Nt-proBNP levels >694 pg/mL had the highest primary end point rates (33.8% vs 11%, P <.001).
Academia
Comparison of utilities according to classification by CAT or mMRC.
Finding out the optimal feature subset according to classification performance is referred to as feature selection.
Science
After 2 years of follow-up final diagnosis was made according to classification criteria.
Expert writing Tips
Best practice
When using "according to classifications", ensure that the classifications you are referencing are clearly defined and understood by your audience. This enhances clarity and avoids ambiguity.
Common error
Avoid using "according to classifications" without specifying which classification system you are referring to. This can lead to confusion and weaken the credibility of your statement. Always provide specific context.
Source & Trust
82%
Authority and reliability
4.1/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "according to classifications" functions as a prepositional phrase that modifies a statement by indicating the system of categorization upon which it is based. As Ludwig AI states, this phrase is grammatically correct and usable in written English, referencing specific categories or systems.
Frequent in
Science
50%
News & Media
25%
Wiki
8%
Less common in
Academia
8%
Formal & Business
0%
Reference
0%
Ludwig's WRAP-UP
In summary, the phrase "according to classifications" serves as a prepositional phrase, lending authority and clarity to statements by grounding them in established categorization systems. As Ludwig AI confirms, the phrase is grammatically sound and widely applicable. While commonly used across scientific and news media, remember to provide specific context to avoid ambiguity. For alternative phrasing, consider "based on classifications" or "in accordance with classifications" for a nuanced emphasis on foundation or strict adherence, respectively. In conclusion, "according to classifications" is a versatile phrase, but best practice dictates clarity and specificity in its application.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
based on classifications
Emphasizes the foundation upon which something is built or decided.
in accordance with classifications
Suggests a more formal and strict adherence to the classifications.
as per classifications
Implies direct reference and compliance with the classifications.
following classifications
Highlights the act of adhering to and implementing the classifications.
in line with classifications
Focuses on maintaining consistency and alignment with the classifications.
pursuant to classifications
A formal term indicating action taken because of the classifications.
consistent with classifications
Highlights the state of agreement and non-contradiction with the classifications.
by classifications
A more concise way of stating the criteria used for categorization.
under classifications
Implies placement or categorization within the specified classifications.
as classified by
Focuses on the entity or system that is responsible for the classifications.
FAQs
How can I use "according to classifications" in a sentence?
You can use "according to classifications" to indicate that something is categorized or defined based on a specific system. For example, "According to classifications established by the WHO, obesity is defined as a BMI of 30 or higher."
What is a formal alternative to "according to classifications"?
A formal alternative is "in accordance with classifications", which suggests a stricter adherence to established categories.
How does "according to classifications" differ from "based on classifications"?
"According to classifications" emphasizes adherence to an established system, while "based on classifications" highlights the foundation or criteria used for a decision or categorization. The first emphasizes adherence, while the second highlights the criteria used.
When is it appropriate to use "according to classifications" instead of a more specific phrase?
Use "according to classifications" when you want to broadly refer to a set of defined categories without specifying a particular source. However, for clarity, it's often best to specify the source or system, such as "according to WHO classifications" or similar.
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.
Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Source & Trust
82%
Authority and reliability
4.1/5
Expert rating
Real-world application tested