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Justyna Jupowicz-Kozak quote

Justyna Jupowicz-Kozak

CEO of Professional Science Editing for Scientists @ prosciediting.com

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based on statistical criteria

Grammar usage guide and real-world examples

USAGE SUMMARY

The phrase "based on statistical criteria" is correct and usable in written English.
You can use it when discussing decisions, analyses, or conclusions that rely on statistical methods or measurements. Example: "The results of the study were determined based on statistical criteria, ensuring the findings were reliable and valid."

✓ Grammatically correct

Science

Human-verified examples from authoritative sources

Exact Expressions

17 human-written examples

More recently, other criteria have been suggested, especially approaches based on statistical criteria such as randomization and orthogonality.

Assessment of candidate models was primarily based on statistical criteria.

Also, to identify which optimization approach has the best performance, the comparison study based on statistical criteria is implemented.

Our approach considers multiple possible groupings, choosing the "best" set based on statistical criteria, and correcting by permutation.

Science

Plosone

This assessment, based on statistical criteria, is supported by the histological observation, within PTCs of PBs.

HSPs are based on statistical criteria such as the e value, score, and percentage identity.

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Human-verified similar examples from authoritative sources

Similar Expressions

43 human-written examples

The reliability of the multivariable statistical models was explored in a number of ways: covariates found not to be statistically significant were excluded from the model, based on statistical entry criteria (p < 0.1); the same covariates were fitted forward and reverse stepwise manually to ensure that findings were not qualitatively affected in the final model, with any inconsistency reported.

Based on statistical outliers criteria implemented in the Bioconductor package "ArrayQualityMetrics" there were no statistical outliers in terms of MA plots, dendrogram or boxplots.

Bivariable analysis was performed initially to identify variables potentially influencing each outcome, based on statistical rejection criteria of p > 0.1; these variables were then included in the multivariable models.

Univariable analysis was performed initially to identify variables that possibly influenced each outcome, based on statistical rejection criteria of p > 0.1; these variables were then included in the multivariable models.

Excluding data from the analysis should be based on predefined criteria, and not based solely on statistical criteria.

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Expert writing Tips

Best practice

Be precise about which statistical criterion is used. State "Based on the p-value criterion..."

Common error

Avoid vague statements like "based on statistical criteria" without specifying which criteria were used. Always provide specific details (e.g., p-value < 0.05, R-squared > 0.8) to make the justification clear and defensible.

Antonio Rotolo, PhD - Digital Humanist | Computational Linguist | CEO @Ludwig.guru

Antonio Rotolo, PhD

Digital Humanist | Computational Linguist | CEO @Ludwig.guru

Source & Trust

79%

Authority and reliability

4.1/5

Expert rating

Real-world application tested

Linguistic Context

The phrase "based on statistical criteria" functions as a prepositional phrase, modifying a noun or verb to indicate the foundation or justification for a decision, assessment, or conclusion. It describes how something was determined, referencing the statistical standards applied. Ludwig confirms its grammatical correctness and usability.

Expression frequency: Common

Frequent in

Science

100%

Less common in

News & Media

0%

Formal & Business

0%

Wiki

0%

Ludwig's WRAP-UP

In summary, the phrase "based on statistical criteria" is a grammatically sound and commonly used expression, particularly in scientific and academic writing. It signals that a decision or conclusion is justified by quantitative evidence and established statistical methods. As Ludwig AI confirms, the phrase is generally used in formal contexts. To maximize clarity, it's best to specify which statistical criteria are being referenced, rather than making generic statements.

FAQs

How can I use "based on statistical criteria" in a sentence?

You can use "based on statistical criteria" to describe how decisions or conclusions are reached using statistical methods. For example, "The model selection was "based on statistical criteria" such as AIC and BIC".

What are some alternatives to saying "based on statistical criteria"?

Alternatives include "according to statistical standards", "grounded in statistical measures", or "determined by statistical analysis". These phrases emphasize different aspects of using statistical methods.

Is it better to say "based on statistical criteria" or "based on statistical evidence"?

The best choice depends on the context. "Based on statistical criteria" refers to the specific rules or standards used, while "based on statistical evidence" emphasizes the data and findings. Evidence could be used as the support for criteria, but they are not the same.

What does it mean for a study to be "based on statistical criteria"?

It means that the study's conclusions, selections, or groupings were determined using predefined statistical rules or thresholds, such as p-values, confidence intervals, or model fit indices.

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Source & Trust

79%

Authority and reliability

4.1/5

Expert rating

Real-world application tested

Most frequent sentences: