based on variation

USAGE SUMMARY

The phrase "based on variation" is correct and usable in written English.
It can be used when discussing something that is determined or influenced by differences or changes in a particular context. Example: "The results of the experiment were based on variation in temperature and humidity levels."

✓ Grammatically correct

Science

Human-verified examples from authoritative sources

Exact Expressions

60 human-written examples

This is likely to be minimized in those case-control studies comparing more extreme (susceptible vs resistant) phenotypes where misclassi-fication of cases or controls based on variation in spirometry-based definition is likely to be minor.

COPD: Journal of Chronic Obstructive Pulmonary Disease

The first research question is based on variation in linear measurement of one student's arm span.

International Journal of STEM Education

The CMS is based on variation of sparse features set.

Measurement

Second-order statistics are based on variation, or distribution, of a measured value (e.g., the standard deviation).

Journal of Applied Volcanology

Firstly, a principal component analysis (PCA) was performed to detect any group separation based on variation in NMR signals.

Clinical and Translational Medicine

(1) Tradition forward-backward diffusion models are PDE based, while our diffusion model is based on variation.

EURASIP Journal on Advances in Signal Processing

The detection of putative hybrids based on variation in relative DNA amounts was problematic due to the occurrence of aneuploidy.

Flora - Morphology, Distribution, Functional Ecology of Plants

The second approach is based on variation of the continuum equations and on the concept of material derivative.

Computer Methods in Applied Mechanics and Engineering

In this paper, based on variation method and backward diffusion, we propose a forward-backward diffusion model in the framework of TV (called TV-FBD).

EURASIP Journal on Advances in Signal Processing

However, the confidence intervals based on variation in the estimate of r values do not account for all the sources of error.

EPJ Data Science

Based on variation in the response to the calibration input signal, the 1 standard deviation uncertainty on the charge measurement is roughly 100 charges.

EPJ Techniques and Instrumentation

Expert writing Tips

Best practice

When using "based on variation", clearly define the specific variations that influence the outcome or analysis. Be precise about what is varying and how it affects the result.

Common error

Avoid using "based on variation" without specifying what is varying. Instead of saying, "The results are based on variation", clarify with, "The results are based on variation in temperature and humidity".

Linguistic Context

The phrase "based on variation" functions as a prepositional phrase, modifying a noun or verb. It specifies the foundation or reason for something, indicating that it's determined by or dependent on the differences present. Ludwig AI confirms its proper usage in numerous scientific and academic contexts.

Expression frequency: Very common

Frequent in

Science

100%

Less common in

News & Media

0%

Formal & Business

0%

Academia

0%

Ludwig's WRAP-UP

The phrase "based on variation" is a common and grammatically sound construction, primarily used in scientific and academic writing. It serves to explain that something is determined or influenced by existing differences or changes. As confirmed by Ludwig AI, its usage is correct and widespread, particularly in contexts requiring precision and clarity. To enhance your writing, remember to specify the exact variations that are influencing the results and consider using alternatives like "dependent on variability" for a subtle shift in emphasis. While "based on variation" is primarily formal, ensuring clarity and specificity will allow you to achieve writing excellence in the scientific and academic fields.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

dependent on variability

This alternative highlights the dependence on the degree to which something is variable.

contingent on diversity

This phrase emphasizes that something is conditional upon the presence of diverse elements.

determined by fluctuation

This option suggests that the outcome is decided by the degree of fluctuation.

resulting from differences

This alternative directly states that the result stems from existing differences.

derived from heterogeneity

This phrase is suitable when something originates from a state of being diverse in character or content.

arising from disparity

This suggests that something comes into existence because of inequality or difference.

predicated on fluctuation

Similar to determined by fluctuation, but indicates that something is affirmed or based on a particular condition.

grounded in variety

This indicates that something has a firm basis in the presence of variety.

stemming from variance

Expresses that something originates or develops from instances of varying.

correlated with diversity

Suggests there's a mutual relationship or connection between two or more things (diversity and the element that depends on it).

FAQs

How can I use "based on variation" in a sentence?

You can use "based on variation" to indicate that something is determined or influenced by differences or changes in a particular factor. For example, "The classification was "based on variation" in gene expression levels."

What phrases are similar to "based on variation"?

Alternatives include "dependent on variability", "contingent on diversity", or "determined by fluctuation". The best choice depends on the specific context and the nuance you want to convey.

Is it correct to say "based off variation" instead of "based on variation"?

While "based off" is sometimes used informally, "based on variation" is generally considered more grammatically correct and appropriate for formal writing. Sticking with "based on" ensures clarity and professionalism.

What does "based on variation" imply in scientific studies?

In scientific contexts, "based on variation" often indicates that conclusions or classifications are derived from observed differences in data or measurements. This could refer to genetic "variation", experimental conditions, or other relevant factors.