is refined through

USAGE SUMMARY

The phrase "is refined through" is correct and usable in written English.
It can be used to describe a process of improvement or enhancement that occurs via a specific method or means. Example: "The final product is refined through a series of rigorous testing and feedback sessions."

✓ Grammatically correct

Science

Academia

News & Media

Human-verified examples from authoritative sources

Exact Expressions

12 human-written examples

Because the MetaFlux component of Pathway Tools generates constraint-based models directly from the EcoCyc PGDBs, as the database is refined through new curation, those refinements are automatically incorporated into newly generated versions of the model.

BMC Systems Biology

The produced ontology is refined through the methodology activities down to organizational models.

Expert Systems with Applications

Scaling arguments and dimensional analysis provide intuition that is refined through analytical and numerical solution (in MATLAB) of the governing equations and validated through comparison with observations.

Stanford University

The proposed tuning process explores different values of the control weight matrix to balance the output error and control signal in both stages, and is refined through additional indices related with the error to reference tracking, disturbance rejection and the associated control use.

ISA Transactions

This detection is refined through α estimation.

EURASIP Journal on Image and Video Processing

It starts with a spark of imagination, but is refined through careful feedback in the early months of the product's launch to adjust parameters and features.

TechCrunch

Human-verified similar examples from authoritative sources

Similar Expressions

48 human-written examples

Each model was refined through iterative cycles of refinement with PHENIX and manual model rebuilding using COOT.

Biochemistry

The final model of W203Y contained residues 12 387 for chain A, 12 389 for chains B and D, and 12 388 for chain C. Structures of both mutants were refined through manual model building with COOT and refinement with PHENIX.

Biochemistry

Themes were refined through the indexing process and chunks of data were arranged according to the refined thematic labels and charted within a matrix against the unique identifier used for each participant.

BMC Health Services Research

Then, the weights and biases are refined through stochastic gradient descent and back-propagation46.

Nature

Their time-honored custom of fusing obsession with spontaneity has been refined through experience and wisdom.

Stanford University

Expert writing Tips

Best practice

Use "is refined through" to clearly indicate that a process or method is responsible for improvement or enhancement. For example: "The algorithm is refined through machine learning techniques."

Common error

Avoid using "is refined through" if you cannot specify how the refinement occurs. For example, saying "The concept is refined through time" is vague. Instead, specify: "The concept is refined through ongoing research and feedback."

Linguistic Context

The phrase "is refined through" functions as a passive construction indicating a process of improvement or enhancement. It specifies that a subject undergoes modification as a result of a particular method or action. Ludwig AI indicates that this usage is grammatically correct.

Expression frequency: Common

Frequent in

Science

60%

Academia

20%

News & Media

20%

Less common in

Formal & Business

0%

Encyclopedias

0%

Reference

0%

Ludwig's WRAP-UP

The phrase "is refined through" is a grammatically sound construction used to denote a process of improvement or enhancement. Ludwig AI confirms its correctness and provides numerous examples across scientific, academic, and news media sources. It's commonly used to explicitly describe the method or action by which something achieves a higher quality or state. When using this phrase, ensure you clearly specify the 'how' of the refinement to avoid vagueness. Consider related phrases like "is improved by" or "is enhanced through" for slight variations in meaning. Overall, "is refined through" is a useful and valid phrase for formal and technical writing.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

is enhanced through

Emphasizes augmentation or intensification via a process.

is improved by

Focuses on the betterment aspect, less specific about the method.

is optimized by

Highlights efficiency and effectiveness gained through the method.

is developed through

Focuses on growth and evolution resulting from a process.

is modified via

Emphasizes alterations and changes made through specific means.

is perfected via

Implies achieving flawlessness or the best possible state through a process.

is adjusted by

Highlights fine-tuning or calibration via a specific method.

is polished through

Emphasizes smoothing or refining details via a specific action.

is honed by

Suggests sharpening or focusing via a specific experience or practice.

is shaped by

Highlights the influence of a particular factor on the final form.

FAQs

How can I use "is refined through" in a sentence?

Use "is refined through" to indicate that something is improved or enhanced by a specific process. For instance, "The software "is refined through" user feedback" shows that feedback improves the software.

What are some alternatives to "is refined through"?

Alternatives include "is improved by", "is enhanced through", or "is developed through", depending on the nuance you want to convey.

Is it better to use "is refined through" or "is refined by"?

"Is refined through" emphasizes the process or method of refinement, while "is refined by" highlights the agent or factor causing the refinement. The choice depends on whether you want to focus on the how or the who.

Can "is refined through" be used in both formal and informal writing?

While generally suitable for formal and neutral contexts, using phrases like "is tweaked by" might be preferable in informal writing, as "is refined through" is slightly more formal.