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Justyna Jupowicz-Kozak

CEO of Professional Science Editing for Scientists @ prosciediting.com

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as auxiliary data

Grammar usage guide and real-world examples

USAGE SUMMARY

The phrase "as auxiliary data" is correct and usable in written English.
It can be used when referring to additional information that supports or enhances the main data in a given context. Example: "The results of the experiment were inconclusive, so we decided to include the previous study's findings as auxiliary data."

✓ Grammatically correct

Science

Human-verified examples from authoritative sources

Exact Expressions

14 human-written examples

We used ambient pressure, sensor temperature, and level correction (in duplicate) as auxiliary data.

It employs an expert knowledge decision rule set and incorporates the cadastral GIS vector layer as auxiliary data.

The model-based predictions used either OV (single balancing variable) or OV and CC (two balancing variables) as auxiliary data.

Or it might be better to measure less and larger plots if remote sensing material were used as auxiliary data.

The classified sonic impedance is used as auxiliary data, directly in some kind of Bayesian updating process via a hidden Markov model.

As part of the Swarm Level-2 data activities plans are in place to distribute such ground-based data along with the Swarm data as auxiliary data products.

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Human-verified similar examples from authoritative sources

Similar Expressions

46 human-written examples

The algorithm presented here exploits the surrogate-based optimization principle, variable-fidelity computational fluid dynamics (CFD) models, as well as auxiliary data-driven surrogates (here, using Kriging).

McRoberts (2006, 2010) applied model-based inference for estimating forest area using Landsat data as auxiliary information and field plots data.

Owing to the strong correlation between map and reference data, the exploitation of map data as auxiliary information in the D estimator proves to be highly effective with respect to the HT estimator, in which no auxiliary information is exploited.

2) The PU 1(2) overhears the data of PU 2(1) as auxiliary information for decoding coded data from SS and both PRs are able to operate and receive signals on the whole spectrum bands.

Corona et al. (2015) dealt with the use of map data as auxiliary information in a similar context.

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Expert writing Tips

Best practice

When using "as auxiliary data", ensure it directly supports your primary data or analysis, providing context or validation without overshadowing the main findings. Clearly label auxiliary data to avoid confusion.

Common error

Avoid presenting "as auxiliary data" without a clear connection to your primary analysis. Auxiliary information should enhance, not confuse or distract from, your main points.

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

4.1/5

Expert rating

Real-world application tested

Linguistic Context

The phrase "as auxiliary data" functions as an appositive or modifier, clarifying the role or nature of the data being referenced. As Ludwig AI points out, it indicates that the information is supplementary, adding to or supporting the main data.

Expression frequency: Uncommon

Frequent in

Science

90%

Formal & Business

5%

News & Media

3%

Less common in

Encyclopedias

1%

Wiki

0%

Social Media

0%

Ludwig's WRAP-UP

In summary, the phrase "as auxiliary data" is used to denote supporting or supplementary information, as confirmed by Ludwig AI. It's grammatically correct and most commonly found in scientific and academic contexts. While not extremely frequent, its precise meaning and common usage in technical fields make it a valuable term for clarity. Remember to use this term when you want to explicitly state that certain data is providing support or context to your primary findings. Consider alternatives like "as supporting data" or "as supplementary data" for variety.

FAQs

How can I use "as auxiliary data" in a sentence?

Use "as auxiliary data" to introduce supporting information that enhances your primary data. For example, "We used remote sensing data "as auxiliary data" to improve the accuracy of our forest inventory."

What phrases are similar to "as auxiliary data"?

Similar phrases include "as supporting data", "as supplementary data", and "as additional data". Each emphasizes the role of the data as providing extra information or support.

In academic writing, is it appropriate to use "as auxiliary data"?

Yes, "as auxiliary data" is appropriate in academic and scientific writing when referring to supplementary information. It's commonly used in research papers to describe datasets that support the main analysis.

What's the difference between "as auxiliary data" and "as primary data"?

"As auxiliary data" refers to supporting information that enhances or validates the main data, while "as primary data" indicates the main dataset used for analysis. One supports the other, but they serve different roles.

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Source & Trust

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Authority and reliability

4.1/5

Expert rating

Real-world application tested

Most frequent sentences: