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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
CEO of Professional Science Editing for Scientists @ prosciediting.com
facilitate refinement
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "facilitate refinement" is correct and usable in written English.
You can use it in contexts where you want to express the idea of making improvements or enhancements easier or more effective. Example: "The new software tools are designed to facilitate refinement in our design processes, allowing for quicker iterations and better outcomes."
✓ Grammatically correct
Science
Alternative expressions(2)
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
4 human-written examples
It is anticipated that future experimental data relevant to substrate specificity will facilitate refinement of the prediction program.
Science
These fragments should be carefully reassembled to form a contiguous host moiety in order to facilitate refinement and to depict a chemically sensible model.
Accordingly, the partnership has developed an integrated model of implementation, operational research, and impact evaluation to facilitate refinement and rigorous evaluation of the intervention.
Science
Recent developments in SHELXL facilitate refinement against neutron diffraction data, the treatment of H atoms, the determination of absolute structure, the input of partial structure factors and the refinement of twinned and disordered structures.
Human-verified similar examples from authoritative sources
Similar Expressions
56 human-written examples
Due to its comprehensive, interdisciplinary nature, instructive design, and flexible structure, however, the curriculum can benefit other health-care professional systems by serving as a model curriculum, and facilitating refinement and testing of other existing, but perhaps as yet unpublished models.
In time, it is anticipated that this comprehensive approach to data collection will allow early identification of individuals most susceptible to disease, as well as facilitating refinement of prevention and treatment programs.
These dual effects of the immune system on developing tumors facilitated refinement of the cancer immunosurveillance hypothesis into the 'cancer immunoediting' hypothesis proposed by Schreiber et al. In this project, we report novel findings relating to tumor-specific evasion of immune-mediated cell death by transforming growth factor (TGF)- β1- and hypoxia-dependent mechanisms.
Science
For example, the database facilitates refining sequence definitions similar to the recent refinement of a sumoylation minimotif [ 43].
Science
A simple combination of parallel register shifts and related data fetches from SRAM can reduce the memory bandwidth, and facilitate the refinement processing, as many of the pixel data for searching in this stage remain unchanged.
Inherent mechanisms for feedback and content delivery demonstrate the effectiveness of remote, collaborative ontology development and facilitate future refinement of the HAO.
Science
The GMB session closed with a reflection on the insights prompted by the preceding analysis and the availability of data to facilitate quantitative refinement of the model.
Science
Expert writing Tips
Best practice
When using "facilitate refinement", ensure that the context clearly indicates what is being refined and how it's being facilitated. For example, "The new software facilitates the refinement of our data analysis techniques by automating several key processes."
Common error
Avoid using "facilitate refinement" in situations where simpler language would suffice. For instance, instead of saying "This tool facilitates refinement", consider "This tool helps improve it."
Source & Trust
82%
Authority and reliability
4.1/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "facilitate refinement" functions as a verb phrase where 'facilitate' acts as a transitive verb and 'refinement' is its direct object. As Ludwig AI confirms, it describes the act of making a process of improvement easier.
Frequent in
Science
100%
Less common in
News & Media
0%
Formal & Business
0%
Encyclopedias
0%
Ludwig's WRAP-UP
The phrase "facilitate refinement" is a grammatically correct and usable phrase, primarily employed in formal and scientific contexts to describe the act of making a process of improvement easier. As Ludwig AI indicates, its purpose is to convey how a specific action or tool aids in enhancing something else. While examples from Ludwig are relatively rare, they consistently appear in scientific literature. In more casual conversation, simpler alternatives like "help improve" might be preferred, but in technical or research contexts, "facilitate refinement" effectively communicates a specific meaning.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
Aid in improvement
Replaces "facilitate" with "aid" and "refinement" with "improvement", changing the specific vocabulary while retaining the overall meaning.
Promote enhancement
Substitutes "facilitate" with "promote" and "refinement" with "enhancement", offering a slightly more formal tone.
Enable improvement
Uses "enable" as a synonym for "facilitate", focusing on the aspect of making improvement possible.
Support the refining process
Emphasizes the ongoing nature of the refinement by using the gerund "refining" and adding the word "process".
Assist in perfecting
Replaces "refinement" with "perfecting", suggesting a goal of achieving flawlessness.
Streamline the refinement
Focuses on efficiency by using "streamline", suggesting a smoother and faster refinement process.
Make improvement easier
Breaks down the phrase to its core components, explicitly stating the goal of easing improvement.
Help refine
Offers a more direct and concise alternative, suitable for less formal contexts.
Contribute to the refinement of
Highlights the contribution aspect, indicating a role in the overall process of refinement.
Boost the refinement
Uses a more informal verb "boost" to convey the idea of accelerating or enhancing the refinement process.
FAQs
How can I use "facilitate refinement" in a sentence?
You can use "facilitate refinement" to describe how something makes the process of improving or enhancing something else easier. For example, "The new data analysis tools "facilitate refinement" of our marketing strategies by providing clearer insights into customer behavior".
What are some alternatives to "facilitate refinement"?
Alternatives to "facilitate refinement" include "aid in improvement", "promote enhancement", or "enable improvement", depending on the specific nuance you want to convey.
Is "facilitate refinement" too formal for everyday conversation?
While "facilitate refinement" is grammatically correct, it leans toward formal language. In everyday conversation, simpler phrases like "help improve" or "make better" might be more appropriate.
In what contexts is "facilitate refinement" most appropriate?
"Facilitate refinement" is particularly well-suited for academic, scientific, or technical contexts where precise and formal language is preferred. It effectively conveys the idea of making a complex process of improvement more manageable or effective.
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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
82%
Authority and reliability
4.1/5
Expert rating
Real-world application tested