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The phrase "are 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: "Skills are refined through consistent practice and feedback."
Alternatives: "are improved by" or "are enhanced through".
Exact(10)
Then, the weights and biases are refined through stochastic gradient descent and back-propagation46.
Candidates are refined through a similar series of simulations involving combinations of 2 5 different materials.
In the proposed approach, logic models are refined through direct induction and interactions with stakeholders.
Additionally, to get real-time guarantees and optimal results in the viewpoint of the RMS scheduling, the rate modulations are refined through the search using genetic algorithm.
Furthermore, the models employed for the representation of the process alternatives included in the superstructure are refined, through the inclusion of the energy balance.
Through the affinity matrix, the results are refined through layering information about associated pixels on all sides, resulting in updated values which refine the image.
Similar(50)
Each model was refined through iterative cycles of refinement with PHENIX and manual model rebuilding using COOT.
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.
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.
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.
Their time-honored custom of fusing obsession with spontaneity has been refined through experience and wisdom.
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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