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
classification into pathways
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "classification into pathways" is correct and usable in written English.
It can be used in contexts where you are discussing the categorization of items, processes, or concepts into specific groups or pathways. Example: "The research focused on the classification into pathways that determine the progression of the disease."
✓ Grammatically correct
Science
Alternative expressions(1)
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
1 human-written examples
KEGG provides an internal classification into pathways for some of its genes/enzymes.
Science
Human-verified similar examples from authoritative sources
Similar Expressions
59 human-written examples
The classification into metabolic pathways revealed timing of the activation of specific pathways during the course of germination.
Science
The classification of reactions into pathways was retrieved from the KEGG database.
Science
The classification of reactions into pathways is somewhat subjective, since it can be implemented in a varied manner.
Science
We propose the use of graph Laplacian regularized logistic regression to integrate biological networks into disease classification and pathway association problems.
Science
Liu et al. [ 12] proposed the use of graph-based Laplacian regularized logistic regression to integrate biological networks into disease classification and pathway association problems.
Science
Detailed information regarding the genes examined in each pathway, their expression patterns and classification into co-expression clusters is provided in Table S1.
Science
These values are similar to the ones found for the EXTRA, the reactions take part in the same metabolic pathways observed for this group and the classification into biosynthetic and degradation processes present similar ratios (Additional file 9).
Science
We examined this application of the hierarchical SVM, which creates higher-level biomarkers (generally more stable across different experiments) and improves classification by agglomerating gene information into pathway features.
Science
Although the diversity of the obtained repertoire was maintained mainly by the third complementarity determining region of the heavy chain (CDR-H3), their changes in the near UV circular dichroism resulting from NP-binding allowed for classification into three groups according to the same rules applied in the pathway classification of the maturated Abs.
Science
Nonetheless, these novel relationships could offer new insights into disease etiology, classification, and pathway-based design of novel therapeutic opportunities for medicines on the current market.
Science
Expert writing Tips
Best practice
When discussing complex biological systems, use "classification into pathways" to clearly indicate the systematic organization of components or processes. This phrase emphasizes the structured nature of the categorization.
Common error
Avoid using "pathway" (singular) when referring to multiple routes or processes. Ensure the plural form "pathways" is used to accurately reflect the concept of multiple interconnected routes or systems. For example, always use "classification into pathways" and not "classification into pathway".
Source & Trust
80%
Authority and reliability
4.5/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "classification into pathways" functions as a noun phrase describing the process of systematically categorizing elements (such as genes, proteins, or reactions) according to their involvement in specific biological or metabolic pathways. Ludwig AI indicates that it is used correctly.
Frequent in
Science
100%
Less common in
News & Media
0%
Formal & Business
0%
Wiki
0%
Ludwig's WRAP-UP
In summary, the phrase "classification into pathways" is a grammatically sound and frequently employed term, especially within scientific contexts. As Ludwig AI confirms, it's used to denote the systematic categorization of biological components into defined routes or processes. While alternatives like "categorization within pathways" exist, the original phrase maintains its clarity and precision. Remember to use "pathways" (plural) to accurately reflect multiple routes, and leverage this phrase to emphasize structured organization in your scientific writing.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
categorization within pathways
Focuses on the act of categorizing elements that already exist within defined pathways.
grouping into metabolic routes
Replaces "classification" with "grouping" and "pathways" with "metabolic routes", emphasizing the metabolic context.
sorting into signaling cascades
Uses "sorting" instead of "classification" and specifies "signaling cascades" as a type of pathway.
mapping to biochemical pathways
Emphasizes the action of "mapping", suggesting a visual or representational aspect of classification.
organization within metabolic pathways
Shifts the focus to the act of organizing components in metabolic pathways.
distribution across reaction pathways
Highlights the "distribution" of elements across different reaction pathways.
assignment to specific pathways
Replaces classification with assignment focusing on the allocation of entities to pathways.
channeling into predefined routes
Uses "channeling" to imply a directed movement or flow into established routes.
stratification by biological pathway
Replaces classification with "stratification" and highlights the biological nature of the pathways.
division into metabolic routes
Uses "division" instead of "classification" to express a splitting or separating of elements into different routes.
FAQs
How is "classification into pathways" used in scientific research?
In scientific research, "classification into pathways" is used to categorize genes, proteins, or reactions according to their involvement in specific biological or metabolic pathways. This helps in understanding the functional organization of cells and organisms.
What are some alternatives to "classification into pathways"?
Some alternatives include "categorization within pathways", "grouping into metabolic routes", or "sorting into signaling cascades". The best choice depends on the specific context and the nuance you want to convey.
Why is pathway analysis important?
Pathway analysis helps researchers understand how different genes or proteins interact within a biological system. By classifying components into pathways, researchers can identify key regulatory mechanisms and potential targets for therapeutic intervention.
What is the difference between "classification into pathways" and "pathway analysis"?
"Classification into pathways" refers to the act of categorizing elements based on their involvement in specific pathways. "Pathway analysis", on the other hand, is a broader term that encompasses various methods for studying and interpreting the interactions and functions of genes, proteins, and other molecules within a pathway.
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
80%
Authority and reliability
4.5/5
Expert rating
Real-world application tested