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The phrase "amend our model" is correct and usable in written English.
You can use it when discussing changes or improvements to a theoretical framework, plan, or system.
Example: "After reviewing the data, we decided to amend our model to better reflect the current market trends."
Alternatives: "revise our model" or "modify our model".
Exact(2)
We could amend our model to include similar surrounding layers, each with its own expressions for ϕ and J and coefficients determined from the boundary conditions.
To be able to reproduce the time dependent experiments we first had to amend our model which had worked well for steady state scenarios before.
Similar(58)
But before we amend our guidance, what's your view?
For the direct comparison we slightly amend our approach to match exactly the procedure of SU.
In that case, we can amend our statement.
To do so, we amended our mixed-effects linear models for tibia Pb concentration with a cross-product term between time since baseline and tibia Pb concentration.
James: We've just amended our rider.
But amending our budgetary priorities is not enough.
We have now further amended our discussion on nuclear volume changes to better emphasize this point.
We have amended our language in the text to be more explicit about the comparisons presented.
We have amended our Discussion to include these important points, highlighted in yellow.
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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