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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak quote

Justyna Jupowicz-Kozak

CEO of Professional Science Editing for Scientists @ prosciediting.com

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limitations as below

Grammar usage guide and real-world examples

USAGE SUMMARY

The phrase "limitations as below" is correct and usable in written English.
It can be used to introduce a list or explanation of limitations that follow in the text. Example: "Please review the project proposal, keeping in mind the limitations as below: 1. Budget constraints, 2. Time restrictions."

✓ Grammatically correct

Science

News & Media

Wiki

Human-verified examples from authoritative sources

Exact Expressions

1 human-written examples

Although these GPU virtualization architectures, which are based on virtual device drivers, can enhance the sharing of GPUs among VMs, there are two critical limitations as below.

Human-verified similar examples from authoritative sources

Similar Expressions

59 human-written examples

As any other study, this one also presents threats to validity and limitations as presented below.

The ensemble structures obtained based on the CXMS restraints may suffer from certain limitations as described below.

The hauliers in Skåne and Västmanland were excluded from area calculations due to data limitations as explained below.

However, the detection models built using clinical features have a number of limitations as mentioned below:  The modeling process is localization or segmentation dependent.

In this study, we have used improved genetic tools and employed several strategies to mitigate their remaining limitations, as detailed below and in 'Materials and methods'.

Science

eLife

Our measurements, blood pressure during labor and delivery as well as umbilical cord blood lead concentrations, have some limitations (as discussed below) but may still represent the relative lead exposure and blood pressure status of these women.

Because consistent improvements in many different measures across broad domains were observed, despite the exploratory nature of this study due to several limitations as discussed below, we believe that our findings demonstrated encouraging effects of donepezil for patients with DLB.

Despite some major limitations as discussed below, the main results appear noteworthy: Age-standardized prevalence of hypertension, chronic bronchitis, diabetes, and asthma in migrants is similar to the German population, except prevalence of back pain.

Although surveys face several limitations as described below, in the absence of a feasible alternative that could provide an equivalent amount of information, they are still used in resource-constrained settings with limited laboratory capacity to routinely monitor drug resistance [ 6].

These methods have their own limitations as well, as discussed below.

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Expert writing Tips

Best practice

Use "limitations as below" to clearly signal that a list or explanation of limitations will immediately follow, enhancing readability and preventing ambiguity.

Common error

Avoid using "limitations as below" without actually providing a subsequent list or explanation. Ensure the promised information is present to maintain credibility.

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

Antonio Rotolo, PhD

Digital Humanist | Computational Linguist | CEO @Ludwig.guru

Source & Trust

80%

Authority and reliability

4.2/5

Expert rating

Real-world application tested

Linguistic Context

The phrase "limitations as below" serves as an introductory phrase. It signals to the reader that the ensuing text will detail the constraints or shortcomings related to a specific topic. This function is supported by Ludwig AI, which indicates that the phrase is grammatically correct and usable.

Expression frequency: Rare

Frequent in

Science

60%

News & Media

20%

Wiki

20%

Less common in

Formal & Business

0%

Encyclopedias

0%

Reference

0%

Ludwig's WRAP-UP

The phrase "limitations as below" is a grammatically correct introductory phrase used to signal that a list or explanation of limitations will follow. As Ludwig AI confirms, it is usable in written English. While relatively rare in overall usage, this phrase is most commonly found in scientific contexts, with some occurrences in news and media and wiki sources. When using this phrase, it's crucial to ensure that the promised list or explanation is actually provided to maintain clarity and credibility. Alternatives such as "limitations as follows" or "limitations as detailed below" can be used for variety. Keep in mind that the appropriate context for its use is mainly professional and scientific publications.

FAQs

How can I use "limitations as below" in a sentence?

Use "limitations as below" to introduce a list or explanation of limitations that will be presented subsequently in your text. For example, "The project has several limitations as below: budget constraints, time restrictions, and lack of resources."

What are some alternatives to "limitations as below"?

Is it grammatically correct to say "limitations as below"?

Yes, it is grammatically correct. The phrase is used to signal that a list or explanation of limitations will be provided immediately following the phrase.

In what contexts is it appropriate to use "limitations as below"?

It's appropriate in contexts where you need to explicitly state that you will be discussing or listing the limitations of something, such as in research papers, project proposals, or technical reports.

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Authority and reliability

4.2/5

Expert rating

Real-world application tested

Most frequent sentences: