2026-05-15T14:11:53Zhttps://riubu.ubu.es/oai/requestoai:riubu.ubu.es:10259/102742025-03-04T11:48:55Zcom_10259_5841com_10259_5086com_10259_2604col_10259_5842
Repositorio Institucional de la Universidad de Burgos
author
Sáiz Manzanares, María Consuelo
author
Marticorena Sánchez, Raúl
author
Escolar Llamazares, María del Camino
author
González Díez, Irene
author
Velasco Saiz, Rut
2025-03-03T08:19:55Z
2025-03-03T08:19:55Z
2024
http://hdl.handle.net/10259/10274
10.3390/info15120804
2078-2489
The use of serious games on virtual learning platforms as a learning support resource is increasingly common. They are especially effective in helping students acquire mainly applied curricular content. However, a process is required to monitor the effectiveness and students’ perceived satisfaction. The objectives of this study were to (1) identify the most significant characteristics; (2) determine the most relevant predictors of learning outcomes; (3) identify groupings with respect to the different serious game activities; and (4) to determine students’ perceptions of the usefulness of the simple and complex serious game activities. We worked with a sample of 130 university students studying health sciences and biomedical engineering. The serious game activities were applied in a Moodle environment, UBUVirtual, and monitored using the UBUMonitor tool. The degree type and the type of serious game explained differing percentages of the variance in the learning results in the assessment tests (34.4%—multiple choice tests [individual assessment]; 11.2%—project performance [group assessment]; 25.6%—project presentation [group assessment]). Different clusters were found depending on the group of students and the algorithm applied. The Adjusted Rang Index was applied to determine the most appropriate algorithm in each case. The student satisfaction was high in all the cases. However, they indicated complex serious games as being more useful than simple serious games as learning resources for the practical content in both health sciences and biomedical engineering degrees.
eng
Atribución 4.0 Internacional
Serious games
Machine learning
Learning monitoring
Branching scenario
Using Serious Game Techniques with Health Sciences and Biomedical Engineering Students: An Analysis Using Machine Learning Techniques
info:eu-repo/semantics/article
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URL
https://riubu.ubu.es/bitstream/10259/10274/1/S%c3%a1iz-information_2024.pdf
File
MD5
93637721e50f2514dc8475395d04ef24
6407807
application/pdf
Sáiz-information_2024.pdf