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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
challenging to classify
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "challenging to classify" is correct and usable in written English.
It can be used when discussing something that is difficult to categorize or define, often due to its complexity or ambiguity. Example: "The new species discovered in the rainforest is so unique that it is challenging to classify within existing taxonomic categories."
✓ 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
5 human-written examples
Not even considering his work as a painter, playwright, or photographer, it's challenging to classify the rich, eclectic filmmaking career of Wim Wenders, which spans over four decades and is in no danger of slowing down.
News & Media
Tumours of haematopoietic and lymphoid tissues are heterogeneous disease entities that are challenging to classify.
Science
In a typical ErA DP analysis, approximately 75% of the total particulates in the size range of interest (2 10 μm) are outside the capabilities of the software to adequately determine shape, and the remaining 25% of the population are extremely challenging to classify (Fig. 7).
Science
However, other groups were more challenging to classify, such as some cirrate octopods, which spend time in both the benthos and pelagos.
Science
Although a small to moderate number of SNPs or STRPs could provide promising discriminative power to distinguish a large ethnic discrepancy (e.g., subdivision of samples from Asia, Africa, and Europe), it becomes very challenging to classify samples from closely related ancestral lineage (e.g., two East-Asian populations such as Han Chinese and Japanese) using only a small number of SNPs.
Science
Human-verified similar examples from authoritative sources
Similar Expressions
55 human-written examples
The R-SVM was trained with data sets for each parameter from pairs of genotypes (i.e. bchs1 vs. WT or bchs58 vs. WT), and then challenged to classify images of unknown origin.
Science
It is a great challenge to classify the types of corrosion in the oil and gas industry in a uniform way.
Measurements were then repeated following volume challenge to classify patients as either volume responders or non-responders based on their hemodynamic response to volume expansion.
Science
The challenge to classifying most Ediacarans is that they lack some features that are characteristic of modern animals, a mouth or an anus in the case of Dickinsonia, or the shells and hard parts typical of many Cambrian groups.
News & Media
Our last challenge was to classify each tweet according to a 'common sense understanding' of its main role as a communicative act.
News & Media
A postgenome challenge is to classify the functional roles of genes in cardiac function.
Expert writing Tips
Best practice
When using "challenging to classify", ensure the context clearly indicates what makes the subject difficult to categorize. Provide specific details or examples to support your claim.
Common error
Avoid using "challenging to classify" without providing specific reasons. Simply stating that something is difficult to categorize isn't informative without explaining why.
Source & Trust
81%
Authority and reliability
4.3/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "challenging to classify" functions as an adjective phrase describing the difficulty associated with categorizing or classifying something. It often modifies a noun, indicating that the noun presents difficulties in terms of categorization, as confirmed by Ludwig.
Frequent in
Science
71%
News & Media
29%
Formal & Business
0%
Less common in
Encyclopedias
0%
Wiki
0%
Reference
0%
Ludwig's WRAP-UP
In summary, "challenging to classify" is a grammatically correct and usable phrase that effectively conveys the difficulty of categorizing or defining something. Ludwig AI highlights its use across various domains, particularly in science and news media. While there are alternative phrases like "difficult to categorize" and "hard to define", "challenging to classify" emphasizes the active difficulty involved in the classification process. Remember to provide context when using this phrase, explaining the reasons behind the classification challenge to ensure clarity.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
difficult to categorize
Focuses on the difficulty of placing something into a specific category.
hard to define
Emphasizes the struggle to establish a clear definition.
tough to categorize
Uses a more informal tone to express the difficulty of categorization.
not easily categorized
Highlights the fact that something resists simple categorization.
presents classification challenges
Shifts the focus to the challenges involved in the classification process.
resists categorization
Indicates an inherent quality that makes something difficult to categorize.
defies easy classification
Suggests that standard methods of classification are inadequate.
poses a classification problem
Emphasizes the problematic nature of classifying the subject.
difficult to pigeonhole
Uses a more idiomatic expression for the difficulty of categorization.
not straightforward to classify
Indicates that the classification process is complex and requires careful consideration.
FAQs
How can I use "challenging to classify" in a sentence?
You can use "challenging to classify" when referring to something that is difficult to categorize or define due to its complexity or ambiguity. For example, "The artist's work is "challenging to classify" because it blends multiple genres."
What are some alternatives to "challenging to classify"?
Some alternatives to "challenging to classify" include "difficult to categorize", "hard to define", or "not easily categorized", depending on the specific nuance you want to convey.
Is it better to say "challenging to classify" or "difficult to classify"?
Both "challenging to classify" and "difficult to classify" are grammatically correct and convey a similar meaning. The choice depends on personal preference and the desired tone. "Challenging" might imply a more active or stimulating difficulty.
What makes something "challenging to classify"?
Something might be "challenging to classify" if it has characteristics that span multiple categories, if it's entirely novel, or if the existing classification systems are inadequate to describe it. Consider the example: "Tumours of haematopoietic and lymphoid tissues are heterogeneous disease entities that are "challenging to classify"."
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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
4.3/5
Expert rating
Real-world application tested