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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 unequivocally demonstrate
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "models unequivocally demonstrate" is correct and usable in written English.
It can be used when you want to assert that models provide clear and indisputable evidence or conclusions about a particular subject. Example: "The research findings indicate that models unequivocally demonstrate the impact of climate change on biodiversity."
✓ 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
1 human-written examples
The results of the studies in human (23) and primate cells (21) and in transgenic fly (48), worm (72) and mouse (22) models unequivocally demonstrate that expanded CAG RNA exhibits some toxic features and therefore could be considered an auxiliary toxic agent (reviewed in 73).
Science
Human-verified similar examples from authoritative sources
Similar Expressions
59 human-written examples
As such, modelling cannot unequivocally demonstrate that brown bears would have disappeared from Ireland during the LGM.
Science
The differentiation models for spermatogenesis must be improved to unequivocally demonstrate the functional properties of the cultured human spermatogonial cells based on some new findings, such as the model of in vitro differentiation of long-term cultured adult human spermatogonia [ 9] or the organotypic slice culture system for in vitro spermatogenesis in mice [ 49].
More recently, the PER2::luc clock reporter mouse model has been used in combination with microarray analysis, both by our group and by others, in order to unequivocally demonstrate an autonomous functional circadian clock in cartilage tissue explants and to identify its tissue specific targets.
Science
The clinical data accumulated so far unequivocally demonstrate that immunotoxicity is associated with significant morbidity.
Science
Passive antibody studies unequivocally demonstrate that sterilizing immunity against lentiviruses is obtainable through humoral mechanisms.
Science
Our findings unequivocally demonstrate that the mean journey length made by private bicycle is 700 800 m (0.44 0.5 miles) greater than those made by public bicycle.
Science
Large surveys of Neotropical mammals and parasites, designed to eliminate artifactual host-to-host parasite transfers, unequivocally demonstrate the high host specificity of bat flies.
Multiple historical examples scattered throughout Han Feizi unequivocally demonstrate how devastating the ruler's ineptitude can be (Graziani, forthcoming).
Science
These data unequivocally demonstrate the ability of SmAQP to transport this substrate.
Science
The results, shown in Fig. 5D, unequivocally demonstrate that the sequencing is critical.
Science
Expert writing Tips
Best practice
When writing about models, consider using synonyms for variety, such as "indicate", "suggest", or "show", depending on the strength of the evidence.
Common error
Avoid using "models unequivocally demonstrate" if the models have limitations or if the evidence is not conclusive. Ensure that the strength of your language aligns with the actual certainty provided by the model.
Source & Trust
82%
Authority and reliability
4.4/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "models unequivocally demonstrate" functions as a declarative statement, asserting a strong conclusion derived from model-based evidence. Ludwig AI shows examples where this phrase introduces findings that are considered definitive within their respective contexts.
Frequent in
Science
100%
Less common in
News & Media
0%
Formal & Business
0%
Academia
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Ludwig's WRAP-UP
In summary, the phrase "models unequivocally demonstrate" is a strong assertion used to convey definitive findings derived from models, as confirmed by Ludwig AI. It is grammatically correct and most appropriate for formal and scientific contexts where precision and certainty are valued. While alternatives like "models clearly indicate" or "models strongly suggest" exist, they convey varying degrees of certainty. Use this phrase judiciously when the models truly provide irrefutable evidence. Overstating the capabilities of models is a common error to avoid.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
models clearly indicate
Replaces "unequivocally demonstrate" with a simpler and more direct expression of evidence.
models distinctly prove
Uses "prove" instead of "demonstrate" to emphasize the conclusiveness of the models.
models strongly suggest
Weakens the assertion slightly by using "suggest" rather than "demonstrate", implying a strong but not absolute connection.
models convincingly show
Replaces "demonstrate" with "show" and adds the adverb "convincingly" to highlight the persuasive power of the models.
models provide compelling evidence
Shifts the focus to the evidence provided by the models, rather than their direct demonstration.
models offer irrefutable proof
Strengthens the assertion by using "irrefutable proof" instead of "unequivocally demonstrate".
models establish definitively
Uses "establish definitively" to highlight the conclusive nature of the models' findings.
models confirm beyond doubt
Emphasizes the lack of uncertainty in the models' confirmation of a phenomenon.
models validate conclusively
Uses "validate conclusively" to suggest the models provide ultimate validation.
models bear out unequivocally
Uses the phrasal verb "bear out" to indicate the models confirm the hypothesis.
FAQs
How can I use "models unequivocally demonstrate" in a sentence?
This phrase is used to express that models provide strong and clear evidence for a particular conclusion. For example, "The climate models unequivocally demonstrate the impact of greenhouse gas emissions on global temperatures."
What are some alternatives to "models unequivocally demonstrate"?
You can use alternatives like "models clearly indicate", "models strongly suggest", or "models convincingly show" depending on the context and the strength of the evidence.
When is it appropriate to use "models unequivocally demonstrate"?
Use this phrase when the models provide strong, irrefutable evidence. If there's uncertainty or limitations, it's better to use weaker alternatives like "models suggest" or "models indicate".
What is the difference between "models unequivocally demonstrate" and "models suggest"?
"Models unequivocally demonstrate" implies a high degree of certainty and conclusive evidence, while "models suggest" indicates a possibility or likelihood, but not a definite conclusion. The former is stronger and should be used when the evidence is clear and compelling.
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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
4.4/5
Expert rating
Real-world application tested