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The phrase "adapt your knowledge" is correct and usable in written English
You can use it when discussing the need to modify or adjust one's understanding or expertise in response to new information or changing circumstances. Example: "In order to stay relevant in this fast-paced industry, it's essential to adapt your knowledge continuously."
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The phases of knowledge application used it this framework are borrowed from Graham et al. 2006 [ 32]: (1) identify problems and relevant knowledge; (2) adapt knowledge; (3) assess barriers to knowledge use and factors facilitating it; (4) implement interventions; (5) monitor knowledge use; (6) evaluate outcomes; (7) sustain knowledge use [ 32].
It requires contextual intelligence: the ability to understand the limits of our knowledge and to adapt that knowledge to an environment different from the one in which it was developed.
The course is designed to expose students to rich entrepreneurial experiences located outside the United States, teaching students how to adapt theoretical knowledge and practical skills to unfamiliar environments.
There's nothing wrong with the tools we have at our disposal, but their application requires contextual intelligence: the ability to understand the limits of our knowledge and to adapt that knowledge to a context different from the one in which it was acquired.
It evolves its internal model online, being able to quickly adapt its knowledge in the presence of drifting concepts.
ANN can fully adapt expert knowledge and modify their parameters accordingly to simulate the problem's attributions through training paradigms.
In this new environment, we have to adapt our knowledge on ageing and weathering of building stones, particularly to make restorations of historical monuments as sustainable as possible.
How can we improve our future competence and learn to adapt new knowledge more quickly and continuously?
"Context matters... .. and as Khanna defines it, "Contextual Intelligence [is] the ability to understand the limits of our knowledge and to adapt that knowledge to an environment different from the one in which it was developed".
Graduates master specific bodies of knowledge relevant to their work, learning by rote in classrooms where lectures predominate, but they are oftentimes unable to adapt that knowledge to new situations or to be innovative in creating new solutions to problems.
"Berate him as we will for not reading our books, Mr. Everyman is stronger than we are, and sooner or later we must adapt our knowledge to his necessities.
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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