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The phrase "as demonstrated by the model" is correct and usable in written English.
You can use it when referring to evidence or examples provided by a specific model or framework in a discussion or analysis.
Example: "The results of the experiment were consistent with the predictions, as demonstrated by the model."
Alternatives: "as shown by the model" or "as illustrated by the model".
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Although the OTJ population contains the secondly largest number of trees of all the operational populations, the genetic composition of each tree is very similar, as demonstrated by the model-based clustering (Fig. 4).
Neuropterid rrnL and rrnS structures, as demonstrated by the models produced for L. macaronius, appear similar to those determined for other insects.
48 Attention needs to be put on the dynamics of health systems in different contexts and identify possible pathways to achieve universal coverage, as demonstrated by the diversity and pluralism of service delivery models existing on every continent (eg, the need for private and public sectors, formal and informal sectors).
Neglecting PEEPi can lead to significant errors, as demonstrated by the following model-to-model analysis, in which data were generated by using a first-order RC model.
SLE is a condition associated with high unmet need and considerable burden to patients, as demonstrated by the conceptual model presented in this paper.
In relation to dental health behaviour, self-efficacy determines whether a given behaviour is initiated (as demonstrated by the behaviour models) and for how long the behaviour may continue against any obstacles that are encountered.
However, once the intermediate part (segment b-c) of the megathrust is broken, fault slip can easily propagate trenchward as demonstrated by the 'strong patch model' of Kato and Yoshida (2011).
The two may even coexist in the same animal as genetically separable phenotypes as demonstrated by the NZB/W lupus model.
Thus, low subcortical Ki values are associated both with the ADHD diagnosis per se, as demonstrated by the first PLS model, and with more severe attention deficits within the ADHD group.
The five-item model showed virtually the same level of construct validity (as demonstrated by the confirmatory factor models), and was free of the missing value problems resulting from the children's health item.
The pipeline is well suited for parallel execution as demonstrated by the MapReduce programming models used in [16] and the Halvade [18] Hadoop MapReduce implementation that analyzes a 86 GB (compressed) WGS dataset in less than 3 h on Amazon Elastic MapReduce (EMR) using 16 workers with a total of 512 cores.
More suggestions(15)
as determined by the model
as demonstrated by the modelling
as demonstrated by the models
as demonstrated by the examples
as expected by the model
as evidenced by the model
as judged by the model
as depicted by the model
as estimated by the model
as predicted by the model
as viewed by the model
as given by the model
as calculated by the model
as defined by the model
as suggested by the model
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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