through significance testing

USAGE SUMMARY

The phrase "through significance testing" is correct and usable in written English.
It can be used in contexts related to statistics, research, or data analysis when discussing methods for determining the significance of results. Example: "We can draw conclusions about the effectiveness of the treatment through significance testing of the collected data."

✓ Grammatically correct

Science

Human-verified similar examples from authoritative sources

Similar Expressions

60 human-written examples

Through significance test, each variable's effect on trip characteristics will be examined.

Journal of Modern Transportation

Note: P-value was obtained through significance test using 16,000 permutations.

BMC Evolutionary Biology

T-test was used for Significance Testing.

Journal of Big Data

Significance tested as in (b).

Nature

The superiority of the MOGASVM clustering technique has also been proved to be statistically significant through statistical significance tests.

Plosone

Significant genes or subnetworks from the classifier can be detected through a significance test based on permutation of sample labels.

BMC Systems Biology

The same is true for all other equations of Tables 3 and 4. All these inferences are statistically valid as examined from significance tests through UDASYS software (Verma et al. 2013), which uses highly precise and accurate critical values (Cruz-Huicochea and Verma 2013; Verma and Cruz-Huicochea 2013).

Geothermal Energy

Specifically, genes were ranked by their p-values through a significance test.

BMC Systems Biology

The genes were ranked by their p-values through a significance test (see the Methods section for the detailed procedure).

BMC Systems Biology

More powerful procedures for multiple significance testing.

Nature

Also through R, both ANOVA F-test and Tukey honestly significant difference (HSD) test (Yandell 1997) were performed for significance tests.

G3: Genes, Genomes, Genetics

Expert writing Tips

Best practice

When using "through significance testing", ensure that the context clearly indicates the statistical method or procedure being employed to determine significance.

Common error

Avoid using "through significance testing" without specifying the type of test or analysis performed. Be specific about whether you used a t-test, ANOVA, chi-squared test, or another appropriate method.

Linguistic Context

The phrase "through significance testing" functions as an adverbial phrase, modifying a verb to describe the method by which an action is performed or a result is achieved. It clarifies how significance is determined in a study or analysis. Ludwig AI affirms its correctness and usability.

Expression frequency: Missing

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Ludwig's WRAP-UP

The phrase "through significance testing" is a grammatically sound and scientifically valid way to describe the process of using statistical tests to determine the significance of results. Though Ludwig AI indicates the phrase is correct, its use is not especially common. When employing this phrase, it's essential to provide context regarding the specific statistical tests used to avoid ambiguity. More common alternatives include "using significance tests" and "via statistical hypothesis testing". Because the phrase may be found primarily in scientific contexts and because there are no occurrences of the phrase found in the provided search results, use caution if using this phrase outside of a formal academic paper or report.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

via statistical hypothesis testing

Replaces "significance testing" with the more formal "statistical hypothesis testing" and "through" with "via".

using significance tests

Simplifies the structure and replaces "through" with "using".

by means of significance testing

Replaces "through" with the more formal "by means of".

with the aid of significance testing

Emphasizes the assistive nature of significance testing.

employing significance testing

Uses the more formal verb "employing" instead of "through".

applying significance tests

Focuses on the application of the tests themselves.

conducting significance testing

Highlights the process of carrying out significance tests.

performing significance tests

Similar to "conducting" but emphasizes the execution of the tests.

assessing significance via statistical tests

Changes the focus to "assessing significance" using a different preposition.

determining significance through statistical analysis

Expands "significance testing" to "statistical analysis".

FAQs

How can I use "through significance testing" in a sentence?

You can use "through significance testing" to describe how statistical significance is determined, for example: "The effectiveness of the new drug was established "through significance testing" of clinical trial data."

What are some alternatives to saying "through significance testing"?

Some alternatives include "using significance tests", "via statistical hypothesis testing", or "by means of significance testing".

Is it always necessary to specify the type of significance test used?

While not always mandatory, specifying the type of significance test (e.g. t-test, ANOVA) provides clarity and rigor to your analysis. It's best practice to be as specific as possible.

What does "statistical significance" actually mean?

Statistical significance indicates that the observed result is unlikely to have occurred by chance alone. It suggests a real effect or relationship, but doesn't prove causation.