Comparison of virtual microscopy and real microscopy for learning oral histology laboratory course among dental students

Validating instructional design and predicting student performance in histology education: Using machine learning via virtual microscopy

As a part of modern technological environments, virtual microscopy enriches histological learning, with support from large institutional investments. However, existing literature does not supply empirical evidence of its role in improving pedagogy. Virtual microscopy provides fresh opportunities for investigating user behavior during the histology learning process, through digitized histological slides. This study establishes how students' perceptions and user behavior data can be processed and analyzed using machine learning algorithms. These also provide predictive data called learning analytics that enable predicting students' performance and behavior favorable for academic success. This information can be interpreted and used for validating instructional designs. Data on the perceptions, performances, and user behavior of 552 students enrolled in a histology course were collected from the virtual microscope, Cytomine®. These data were analyzed using an ensemble of machine learning algorithms, the extra-tree regression method, and predictive statistics. The predictive algorithms identified the most pertinent histological slides and descriptive tags, alongside 10 types of student behavior conducive to academic success. We used these data to validate our instructional design, and align the educational purpose, learning outcomes, and evaluation methods of digitized histological slides on Cytomine®. This model also predicts students' examination scores, with an error margin of <0.5 out of 20 points. The results empirically demonstrate the value of a digital learning environment for both students and teachers of histology.

Variables influencing students' course quality evaluation: A cross-sectional study for a bachelor's degree dental program

PURPOSE

This cross-sectional study aimed to evaluate and predict variables that influence the Students' Course Evaluation Surveys (SCES) in a bachelor's degree of dental medicine and surgery program.

MATERIALS AND METHODS

Data from the Faculty of Dental Medicine for the academic year 2021-2022 were analyzed including 39 course reports, students' course evaluation surveys, students' academic performance data, and the program specification. The survey contains 24 statements that evaluate five main domains of the courses, which are course syllabus, staff performance through the course, course learning resources, course execution, and course quality.

RESULTS

Chi-squared Test revealed no significant association between the total average students' evaluation score of the course against factors such as student's level, term, main mode of instruction, course category, department, and course director's gender, academic experiences, and nationality. On the other hand, pairwise comparisons revealed that grades from A+ to C were predictors of the total average SCES scores (p ≤ 0.004). Using the Paired Samples T-Test, the student's evaluation scores for their course were found to be significantly higher for females than males (mean ± SD = 50.56 ± 24.3 vs. 41.00 ± 26.3, p = 0.042). Using Pearson correlations, results showed a significant association of total average students' course evaluation scores against factors such as average course syllabus, staff performance, course learning resources, course execution, and course quality (p < 0.001).

CONCLUSIONS

Average course syllabus, staff performance, course learning resources, course execution, and course quality are major predictor variables that influence SCES scores in the examined program. Enhancing these domains will be of great importance to improve the quality of the courses at the dental bachelor level.

Serious game as oral histology learning strategy for undergraduate dental students; crossover randomized controlled trial

BACKGROUND

Oral histology is perceived by dental students as a challenging subject and often struggle to recognize the long-term relevance of understanding the cells and tissues at the microscopic level. Serious games have been reported to have a positive effect on student cognitive skills and learning motivation. However, there is still a limited amount of research supporting the effectiveness of serious games as a learning method in dentistry. The present study aimed to evaluate the impact of serious game of HistoRM as a complementary learning strategy for oral histology.

METHODS

The study design was a crossover randomized controlled trial. A total of 74 first year dental students of Universitas Indonesia participated in the study and divided into 2 groups. Study intervention included HistoRM game for 3 days followed by a combination of HistoRM and script-based handouts for another 4 days. The groups represented different intervention sequences. Evaluation was performed using pre-test, post-test on day 3 and 7 and a questionnaire.

RESULTS

The data showed significant improvement of student cognitive skills (p < 0.001) and it was influenced by the number of game missions completed. Students who completed the whole 15 missions have a higher day-7 post-tests scores (p = 0.03). Perception of dental students on HistoRM was positive in all domains tested, the learning content, games and learning experience domains. Immediate feedback given after each gameplay helped the students understand the subject matters.

CONCLUSION

Serious game of HistoRM effectively improved students' understanding of oral histology learning outcome and provided more interesting learning experiences. This innovative learning can be recommended as a complementary learning strategy of oral histology for dental students.

Evaluation of Atlas-Based Mobile Application in Undergraduate Teaching in Oral Histopathology

The utilization of mobile devices in education is a growing trend in various subjects. We developed the Dental and Maxillofacial Development Teaching Atlas App, and applied it to the learning process of oral histopathology. The aim of the current study was to investigate the educational effects of atlas-based mobile-assisted teaching in the field of dental medicine, and to suggest relevant improvements. The Dental and Maxillofacial Development Teaching Atlas App encompasses a wide range of atlases. It harbors various features, such as terminology definitions, student communications, and teacher-student interactions. By conducting questionnaires (70 students) and a quiz (68 students), we obtained students' feedback, to evaluate the effects and application prospects of the WeChat applet. The questionnaire results indicate that students experienced a high level of satisfaction and support. Additionally, students participated in the quiz, with the experimental group exhibiting significantly higher average scores than the control group. The fill-in-the-blank questions, image recognition questions, and the total score all demonstrated statistically significant differences, while the terminology definition questions did not. The Dental and Maxillofacial Development Teaching Atlas App facilitates students' utilization of fragmented time for learning, and demonstrates positive effects in enhancing students' learning interests and proactiveness. It also holds promising potential for applications in other disciplines in the field of dental education.

Online or physical class for histology course: Which one is better?

Background/purpose

The coronavirus disease 2019 gradually slows down. As schools now progressively went back to the physical class, it was essential to think about whether we should go back to the physical course, shift to the online course, or try to combine both.

Materials and methods

One hundred and six students (including 67 medical students, 19 dental students, and 20 students from another department) who took the histology course with both physical and online lectures and the virtual microscopy for the histology laboratory course were enrolled in this study. Students’ acceptance and learning effectiveness were evaluated by a questionnaire-based survey, and their examination scores were compared before and after the online class.

Results

Most students accepted the combined physical and online lectures (81.13%), considered increased interactivities in the physical class (79.25%), and felt comfortable when taking the online class (81.14%). Moreover, most students considered that the online learning was friendly to use (83.02%) and could improve the learning effectiveness (80.19%). The mean examination scores were significantly higher after the online class than before the online class, regardless of different genders and groups of students. Most participants (29.2%) preferred the 60% online learning proportion, followed in a descending order by the 40% online learning (25.5%) and the 80% online learning (14.2%).

Conclusion

Our students can generally accept the combined physical and online lectures for learning the histology course. The academic performances significantly improve after the online class. The hybrid course may become the future trend of learning the histology course.

An international collaborative approach to learning histology using a virtual microscope

Histology is often taught in higher education settings using online virtual microscopes (VM). This study aimed to develop and evaluate the use of VM in teaching on a BSc degree at the University of Nottingham by surveying students and staff. A key development was the use of an e-workbook so that students were actively engaged in creating their own bespoke revision material. Subsequently, this approach was used in a second study evaluating the use of VM in teaching the histology and pathology of the gastrointestinal (GI) tract via group work with students from two BSc courses at the University of Nottingham; one based at Derby (RDHC) and the other in Malaysia (UNMC). Students worked together in groups to complete an e-workbook, develop a presentation, and decide how to collaborate and communicate. An evaluation of these activities revealed advantages in developing transferrable skills, and good engagement with both the histology topic and group work. Analysis of assessment of the module at UNMC showed that student performance improved in the histology-based module after the intervention (p < 0.01) and that this improvement was not evident in other modules taken by the cohort. Furthermore, when interrogating the questions from the examination paper that asked students to identify features from histological images, fewer questions were seen as 'difficult' (p < 0.001) and more were seen as 'average' (p < 0.01). This study demonstrates that the use of VM in histology combined with active learning in creating a revision resource enhances engagement and depth of learning. When further combined with collaborative active group work, students developed a range of histology knowledge and transferrable skills, with notable improvement in examination performance relative to other contemporaneous modules.