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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com
based on statistical criteria
Grammar usage guide and real-world examplesUSAGE 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
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
17 human-written examples
More recently, other criteria have been suggested, especially approaches based on statistical criteria such as randomization and orthogonality.
Science
Assessment of candidate models was primarily based on statistical criteria.
Science
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
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.
Science
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.
Science
Based on statistical outliers criteria implemented in the Bioconductor package "ArrayQualityMetrics" there were no statistical outliers in terms of MA plots, dendrogram or boxplots.
Science
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.
Science
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.
Science
Excluding data from the analysis should be based on predefined criteria, and not based solely on statistical criteria.
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.
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.
Frequent in
Science
100%
Less common in
News & Media
0%
Formal & Business
0%
Wiki
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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.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
according to statistical standards
This alternative emphasizes adherence to established norms and benchmarks in statistical practice.
grounded in statistical measures
This phrase highlights the reliance on quantitative data and metrics for decision-making.
determined by statistical analysis
This alternative specifies the use of statistical processes to reach a conclusion.
justified by statistical evidence
This emphasizes that decisions are supported by demonstrable statistical findings.
derived from statistical modeling
This alternative highlights that a conclusion originates from a statistical model.
predicated on statistical significance
This alternative emphasizes that the determination of the result hinges on the statistical significance.
evaluated using statistical methods
This alternative focuses on the evaluation process using statistical methods.
assessed via statistical metrics
This expresses that the value of the assessment process depends on statistical metrics.
selected through statistical protocols
Highlights the selection process relies on a defined series of steps using statistical tests.
dependent on statistical validation
This alternative indicates that an outcome's correctness rests on statistical verification.
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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Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Source & Trust
79%
Authority and reliability
4.1/5
Expert rating
Real-world application tested