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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
models to that
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "models to that" is not correct and does not convey a clear meaning in written English.
It may be intended to refer to a comparison or reference to certain models, but the phrasing is awkward and unclear. Example: "The research presents various models to that, but the connection is not well established."
⚠ May contain grammatical issues
Science
News & Media
Alternative expressions(3)
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
16 human-written examples
But in regions less wired and smartphoned-up, attaching business models to that growth requires some innovative thinking.
News & Media
The soil temperature change, as averaged over the wide corridor, has a rather close range across the models to that in the narrow corridor under RCP8.5 (Fig. 2a).
Third, the formalism provides a straightforward way for CAS model developers to compare the time and space performance of modular imperative CAS agent-based models to that of traditional approaches such as optimization.
The effect variation of change in story shear due to the incorporation of soil flexibility as compared to the same obtained at fixed-base condition expressed as a ratio of such response of SSI models to that of fixed-base model has been plotted in Figs. 12, 13, 14 and 15.
In fact, some theorists even go so far as to claim that all cognition is done in an image-like symbol system early British empiricists from Locke to Hume held something like this view, but more recently, see Prinz (2002) as well as Barsalou and his colleagues who have been developing models to that effect (Barsalou 1993a, Barsalou et al 1993b, Barsalou and Prinz 1997; Barsalou 1999).
Science
For instance, the first line in Table 2 specifies that Ey and Ez were inferred when the magnitude of the T, (nleft({rm O} right),nleftt({{rm O}_{2}} right),) and (nleft({{rm N}_{2}} right)) (which are the MSIS outputs) were artificially underestimated (U) by 10%%, while the magnitude of the N e, N i, B, and H remained as they were provided by the IRI and IGRF models to that specific run.
Science
Human-verified similar examples from authoritative sources
Similar Expressions
42 human-written examples
Mr. Pareles compared their model to that of the Grateful Dead: "constant touring, sporadic recording".
News & Media
Mr. Pataki and Mr. Gargano were together yesterday in Niagara Falls, where they announced a plan to bring the Times Square development model to that city's beleaguered downtown.
News & Media
The step-up model to that is the 1x writer model that retails for $300.
News & Media
A similar model to that considered here has been given by Wustmann andShumeiko [5].
Science
The episode plot is loosely modeled to that of the disaster film The Poseidon Adventure.
Wiki
Expert writing Tips
Best practice
When comparing or relating models, use more precise prepositions such as "for", "related to", or "compared to" instead of the awkward "to that" to ensure clarity and grammatical correctness.
Common error
Avoid using "to that" after "models" when indicating a relationship or comparison. This phrasing is often unclear and grammatically weak. Opt for clearer alternatives such as "for that" or "related to that".
Source & Trust
85%
Authority and reliability
2.8/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "models to that" functions as a prepositional phrase that attempts to relate or compare different models. However, Ludwig AI signals that the phrasing is grammatically incorrect and unclear. Alternative prepositional phrases offer more precision.
Frequent in
Science
50%
News & Media
43%
Wiki
7%
Less common in
Formal & Business
0%
Encyclopedias
0%
Reference
0%
Ludwig's WRAP-UP
In summary, while the phrase "models to that" appears with some frequency across varied sources, Ludwig AI identifies it as grammatically incorrect. Its intended function is to relate or compare models, commonly appearing in scientific or news-related contexts. To ensure clarity and correctness, replace it with phrases like "models for that" or "models related to that". Using clearer phrasing will significantly enhance the precision and readability of your writing.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
models for that
Replaces "to" with "for", creating a more standard and grammatically sound prepositional phrase to indicate purpose or suitability.
models related to that
Uses "related to" to clearly indicate a connection or association between models and a specific subject or context.
models in relation to that
Employs a more formal phrasing to denote how models connect to a specific topic, highlighting the link between them.
models compared to that
Indicates a comparative analysis of models against a specific benchmark or reference point.
models with respect to that
Uses a more formal construction to denote consideration or association, often used in academic or technical contexts.
models pertaining to that
Emphasizes relevance and direct connection of models, commonly found in formal writing.
models applicable to that
Highlights the models' relevance and utility for a certain purpose.
models associated with that
Indicates a broader connection, suggesting models that are generally linked to the given concept.
models aligned with that
Emphasizes that the models are constructed to be in accordance to the subject.
models concerning that
Focuses on models about the specific subject, typically in a reporting or informational context.
FAQs
What are some alternatives to using "models to that"?
Instead of "models to that", consider using phrases like "models for that", "models related to that", or "models compared to that" for clarity and grammatical correctness.
Is "models to that" grammatically correct?
No, "models to that" is generally considered grammatically incorrect. Better alternatives include "models for that" or "models related to that".
How can I use "models" correctly in a sentence indicating comparison?
To correctly indicate comparison, use phrases such as "models compared to", or "the performance of these models is similar to that of others".
What does "models to that" mean?
"Models to that" is an awkward phrase that's not commonly used. Depending on context, it could be intended to mean "models related to that" or "models for that", but it lacks precision.
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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
85%
Authority and reliability
2.8/5
Expert rating
Real-world application tested