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The results indicate that the learning effects of self-explaining prompts depend on levels of learner expertise.
We suggest that designing adaptive environments should take order thinking skill, instructional format and learner expertise into account.
The student model is based on student subject matter performance and provides feedback and remedial exercises suited to learner expertise.
We used a cognitive load perspective to investigate the effects of levels of learner expertise and different forms of segmentation in learning from animated soccer scenes.
Cognitive load theory postulates three types of cognitive load: (a) intrinsic load is the net result of task complexity and the learner expertise; (b) extraneous load is caused by superfluous processes that do not directly contribute to learning; (c) germane load is accounted by learning processes handling intrinsic cognitive load [ 7].
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Based on the newly selected concept, learner's expertise is automatically updated and the personalized learning path is re-adjusted by resuming processing from step (4).
The system will then determine the learner's expertise in the subject-domain (i.e. tacit knowledge) by inferring previous learning activities, covered concepts, adopted learning paths, and consumed learning resources.
Reviewed literature suggests tailoring an instructional design to learners‟ expertise levels.
In fact, depending upon the group of learners, content expertise may hinder teaching performance.
Rather than solely focusing on the conceptual gulfs that lie between tool users and their tools, learner-centered tools primarily focus on addressing the conceptual gulf between a learner's novice expertise in some practice and the expertise of an expert in that practice.
It considers learners' profiles consisting of learners' learning styles, expertise level, prior knowledge and performance to provide advanced personalization.
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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