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Updated: Dec 6, 2025

Improving Student Outcomes with an Adaptable Molecular Cloning Course-Based Undergraduate Research Experience
Published on: November 15, 2024
"Individualized learning in a course with a tight schedule"
Jacek Marciniak1, Marcin Szczepański1
1Adam Mickiewicz University in Poznań, ul. Uniwersytetu Poznańskiego 4, 61-614 Poznań, Poland.
This study introduces an Intelligent Tutoring System (ITS) for personalized e-learning in time-constrained courses. The ITS dynamically delivers tailored content based on identified student needs, enhancing learning efficiency.
Area of Science:
- Artificial Intelligence
- Educational Technology
Background:
- Traditional e-learning systems face challenges in time-constrained courses.
- Individualized learning requires adaptive content delivery mechanisms.
- Organizational hurdles in short-schedule courses necessitate specialized tools.
Purpose of the Study:
- To present a novel Intelligent Tutoring System (ITS) for personalized learning in accelerated academic programs.
- To enhance the adaptability and content relevance of e-learning platforms for students with immediate learning needs.
Main Methods:
- Development of an Intelligent Tutoring System (ITS) integrated with an e-learning content repository.
- Implementation of content modularization and logical division using the UCTS taxonomy.
- Content description using domain-specific concepts for accurate ITS selection.
- Deployment of the ITS for an 'Applications of Fuzzy Logic' course within an Artificial Intelligence program.
Main Results:
- The ITS successfully provided individualized content selection based on real-time student needs.
- Modularized and concept-tagged content facilitated flexible and relevant learning material delivery.
- The system proved effective even within the compressed timeframe of a COVID-19 impacted academic term.
Conclusions:
- The proposed ITS offers a flexible and effective solution for personalized e-learning in demanding, short-schedule courses.
- Dynamic content adaptation is crucial for optimizing learning outcomes in time-sensitive educational settings.
- The UCTS taxonomy and concept-based resource description enhance the ITS's ability to deliver targeted educational content.
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