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
heterogeneous results
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "heterogeneous results" is grammatically correct and commonly used in written English.
It is typically used to describe a set of results or outcomes that are varied or diverse in nature. Example: The researchers found heterogeneous results when analyzing the data from their study, with some participants showing significant improvement and others showing no change at all.
✓ Grammatically correct
Science
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
60 human-written examples
Heterogeneous results were observed.
Science
indicates heterogeneous results.
Science
Because of the heterogeneous results, the effect of neoadjuvant therapy on the OS was inconclusive.
Science
This is why we decided not to take heterogeneous results into account in our conclusions.
Science
The variable pregnancy rate at first AI, however, yielded heterogeneous results among studies.
Science
Recently, two task-specific meta-analyses were conducted to synthesize the heterogeneous results yielded so far in this field.
A low P value of the Q statistic (P < 0.10) means significant heterogeneous results among individual studies.
Science
Nevertheless, heterogeneous results are reported.
Science
These studies yielded heterogeneous results and were not always powered to provide precise quantitative estimates of the potential statin effect.
Science
Cefpirome PK studies have produced heterogeneous results.
Science
NOS inhibition has provided heterogeneous results.
Science
Expert writing Tips
Best practice
When discussing research findings, use "heterogeneous results" to accurately convey that outcomes differed significantly across the sample or study groups.
Common error
Avoid drawing broad conclusions when you encounter "heterogeneous results". Instead, acknowledge the variability and explore potential reasons for the differences.
Source & Trust
82%
Authority and reliability
4.5/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "heterogeneous results" functions as an adjective-noun combination, where 'heterogeneous' modifies 'results'. As Ludwig AI confirms, it is grammatically correct and used to describe varied outcomes. Examples illustrate its use across scientific domains.
Frequent in
Science
100%
Less common in
News & Media
0%
Formal & Business
0%
Academia
0%
Ludwig's WRAP-UP
In summary, "heterogeneous results" is a grammatically correct and commonly used phrase to describe diverse or varied outcomes, as verified by Ludwig AI. Predominantly found in scientific contexts, the phrase indicates a lack of uniformity and often calls for further analysis to understand the reasons behind the variability. When using this phrase, avoid overgeneralizations and acknowledge the underlying differences within the results.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
varied outcomes
Focuses on the diversity of outcomes rather than the results themselves.
diverse findings
Emphasizes the variety in the findings, similar to results.
mixed outcomes
Highlights the combination of different outcomes, suggesting a lack of uniformity.
inconsistent results
Stresses the lack of consistency among the results.
non-uniform findings
Indicates a lack of uniformity in the findings.
disparate results
Highlights the distinct and differing nature of the results.
divergent outcomes
Emphasizes the diverging nature of the outcomes.
discordant results
Suggests a lack of harmony or agreement among the results.
unmatched outcomes
Implies a lack of correspondence or matching patterns in the outcomes.
varied data
Refers to data that is not uniform or consistent.
FAQs
How can I use "heterogeneous results" in a sentence?
You might say, "The study yielded "heterogeneous results", indicating that the treatment's effectiveness varied among patients".
What does "heterogeneous results" mean?
It means the results are diverse and not uniform, showing considerable variation across different cases or conditions.
What are some alternatives to "heterogeneous results"?
Consider using phrases like "varied outcomes", "diverse findings", or "mixed outcomes" depending on the specific context.
In statistical terms, what does it mean to have "heterogeneous results"?
In statistics, "heterogeneous results" often suggest the presence of significant variability or inconsistency in the data, potentially violating assumptions of homogeneity required for certain statistical tests.
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
4.5/5
Expert rating
Real-world application tested