based on significance

USAGE SUMMARY

The phrase "based on significance" is correct and usable in written English.
It can be used when discussing decisions, analyses, or conclusions that are determined by the importance or relevance of certain factors. Example: "The results of the study were categorized based on significance to highlight the most impactful findings."

✓ Grammatically correct

Science

Human-verified examples from authoritative sources

Exact Expressions

60 human-written examples

In the statistically derived model, predictors were, in contrast to the expert-based models, selected based on significance of the association with the outcome (persistent shoulder pain at 3 months).

BMC Family Practice

For the age 10 data, we did not identify any statistically significant models based on significance level 0.01, but did detect two models possibly of interest at significance level 0.05.

Clinical Epigenetics

Statistically significant outliers were determined based on "Significance B" provided by the software Perseus 1.3.0.4 (http://www.perseus-framework.org), which takes protein intensities into consideration.

EMBO Journal

All analyses were performed using all variables excepted for Quantitative Trait Analysis that was performed on a one-to-one basis and OLS for which a preselection based on significance was done.

Acta Diabetologica

Covariates for multivariate analysis were selected based on significance (p value<0.05) in univariate analysis and significant covariates in the literature.

Plosone

Although statistical differences identified graphically and in Table 5, based on significance testing and overlapping confidence intervals, respectively, are fairly consistent with one another, conclusions are likely to be different depending on the measure chosen for comparisons.

BMC Cancer

Candidate genes were selected based on significance in t-test and increase or decrease - at least in one group comparison, including present call in the group of increased expression.

BMC Genomics

In this article, a floating-point system based on significance arithmetic will be described.

The Journal of Logic and Algebraic Programming

However, if model specifications are selected based on significance of the main covariates, effect sizes will vary directly with standard errors Se.

Health Economics Review

Signal was then thresholded based on significance.

Plosone

Findings were prioritized based on significance thresholds and consistency across different analyses, and accounted for multiple testing and prior knowledge.

Plosone

Expert writing Tips

Best practice

When using "based on significance" in scientific writing, clearly define the threshold or criteria used to determine significance to maintain transparency and rigor.

Common error

Avoid making decisions solely "based on significance" without considering effect size, practical relevance, or potential biases. Always interpret statistical significance in the context of the research question and study design.

Linguistic Context

The phrase "based on significance" functions as a prepositional phrase, often used as an adjectival modifier to describe the criteria upon which a decision, selection, or analysis is founded. As Ludwig AI confirms, it is correct and usable in written English.

Expression frequency: Very common

Frequent in

Science

100%

Less common in

News & Media

0%

Formal & Business

0%

Academia

0%

Ludwig's WRAP-UP

In summary, the phrase "based on significance" is a grammatically correct and frequently used prepositional phrase, primarily within scientific and academic contexts. As Ludwig AI confirms, it is a valid English expression. It indicates that decisions or conclusions are determined by the importance or relevance of specific factors, often related to statistical analysis. While widely used, it's crucial to consider factors beyond statistical significance, such as effect size and practical relevance, to avoid over-reliance on p-values. Alternative phrases like "according to importance" or "determined by relevance" can be used depending on the context.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

according to significance

Replaces 'based on' with 'according to', maintaining the focus on significance as the determining factor.

depending on significance

Suggests that the outcome changes based on the level of significance.

on the basis of significance

A more formal way of saying "based on significance", emphasizing the foundation for the decision.

determined by significance

Focuses on significance as the direct cause or determinant.

guided by significance

Suggests that significance acts as a guide in the decision-making process.

as a function of significance

Indicates that something varies in relation to significance.

in light of significance

Highlights that significance provides the context for a decision.

premised on significance

Implies that the decision is founded or established on the concept of significance.

with respect to significance

Considers the viewpoint or aspect of significance.

considering the significance

Highlights the action of taking significance into account during the decision process.

FAQs

How is "based on significance" typically used in research?

In research, "based on significance" often refers to selecting variables, interpreting results, or drawing conclusions "according to statistical importance", usually determined by p-values or other statistical tests.

What's the difference between "based on significance" and "based on effect size"?

"Based on significance" emphasizes statistical importance, while "based on effect size" focuses on the magnitude of an effect. Researchers often consider both to gain a comprehensive understanding. It's possible to have a statistically significant result that has minimal practical effect, and vice versa. The first is about statistical confidence, the latter is about real-world effects.

Are there situations where using "based on significance" is not appropriate?

Yes, relying solely on "based on significance" can be misleading, especially with large datasets where even small effects may become statistically significant. It's crucial to also consider practical significance and contextual relevance, otherwise the conclusions could be misleading. Do not select only data points whose p-values are under a certain threshold because it adds bias to the model.

What phrases can I use instead of "based on significance"?

Depending on the context, you could use alternatives like "according to importance", "determined by relevance", or "guided by statistical importance". The best choice depends on the specific meaning you want to convey.