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Justyna Jupowicz-Kozak quote

Justyna Jupowicz-Kozak

CEO of Professional Science Editing for Scientists @ prosciediting.com

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a complete case

Grammar usage guide and real-world examples

USAGE SUMMARY

The phrase "a complete case" is correct and usable in written English.
It can be used in contexts where you are referring to a situation, argument, or example that is fully developed or comprehensive. Example: "In order to win the trial, the lawyer presented a complete case that addressed all the evidence and counterarguments."

✓ Grammatically correct

Science

Human-verified examples from authoritative sources

Exact Expressions

57 human-written examples

We used a complete case analysis assuming missing completely at random.

Science

BMJ Open

A complete case analysis was also conducted [46].

A complete case study reveals how to apply the method and its usefulness.

A complete case series analysis was used.

A complete case analysis was done.

A complete case analysis was conducted.

Science

BMJ Open

We used a complete case analysis.

Six (22%) performed a complete case analysis.

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Human-verified similar examples from authoritative sources

Similar Expressions

3 human-written examples

A complete-case analysis gave substantially similar results.

Science

BMJ Open

Therefore, results from a complete-case analysis are reported here.

First, we excluded dropouts entirely in a complete-case analysis.

Expert writing Tips

Best practice

When reporting statistical analyses using complete case analysis, be transparent about the amount of missing data and potential biases introduced by excluding incomplete cases.

Common error

Avoid blindly assuming that missing data is missing completely at random (MCAR). Always investigate potential reasons for missingness, as complete case analysis can lead to biased results if data is not MCAR. Consider sensitivity analyses to assess the impact of this assumption.

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

Antonio Rotolo, PhD

Digital Humanist | Computational Linguist | CEO @Ludwig.guru

Source & Trust

83%

Authority and reliability

4.5/5

Expert rating

Real-world application tested

Linguistic Context

The phrase "a complete case" functions primarily as a noun phrase, often used in academic and scientific writing to describe a dataset or study sample where all relevant data points are available for each participant or observation. Ludwig AI validates this usage with numerous examples from scientific literature.

Expression frequency: Common

Frequent in

Science

100%

Less common in

News & Media

0%

Formal & Business

0%

Encyclopedias

0%

Ludwig's WRAP-UP

The phrase "a complete case" is a common term, primarily used within scientific and academic writing to refer to instances where all data points are available for analysis. Ludwig confirms its grammatical correctness and frequent usage in these fields. When employing this term, ensure you acknowledge the potential limitations of complete case analysis, particularly regarding biases if data is not missing completely at random. Alternative phrasing can include "a thorough case" or "a comprehensive case" to convey similar meanings with slight variations in emphasis. In essence, while useful, the application of complete case analysis should be carefully considered in relation to the nature of your data and potential biases.

FAQs

How is "a complete case" analysis used in research?

In research, "a complete case" analysis involves analyzing only the data from participants for whom all relevant variables are observed. Participants with any missing data are excluded from the analysis.

What are the advantages of using "a complete case" analysis?

The main advantage of "a complete case" analysis is its simplicity. It's easy to implement and understand. It also avoids the need for imputation, which can introduce its own biases.

What are the limitations of "a complete case" analysis?

The primary limitation of "a complete case" analysis is that it can lead to biased results if the data is not missing completely at random (MCAR). It can also reduce statistical power due to the exclusion of participants with missing data. Consider using "multiple imputation" as an alternative.

When is it appropriate to use "a complete case" analysis?

"A complete case" analysis is most appropriate when the amount of missing data is small and the data is believed to be missing completely at random. If the missing data is substantial or not MCAR, other methods like "multiple imputation" or "inverse probability weighting" may be more appropriate.

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Source & Trust

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Authority and reliability

4.5/5

Expert rating

Real-world application tested

Most frequent sentences: