Dataset for AR-Enhanced Flashcards for Virus Biology: A Design, Validation, and Effectiveness Study on Critical Thinking and Conceptual Understanding

This repository contains the dataset supporting the study entitled "AR-Enhanced Flashcards for Virus Biology: A Design, Validation, and Effectiveness Study on Critical Thinking and Conceptual Understanding in Grade 10 Classrooms." The dataset was collected from Grade 10 senior high school students who participated in a quasi-experimental study evaluating the effectiveness of Augmented Reality (AR)-enhanced flashcards in learning virus biology. The study also included expert validation of the instructional media prior to classroom implementation. The repository includes: Raw and processed student data. Pre-test and post-test scores for critical thinking skills. Pre-test and post-test scores for conceptual understanding. Expert validation results for the AR-enhanced flashcards. Data coding and variable descriptions (data dictionary). Supporting documentation for data interpretation. The dataset can be used to reproduce the statistical analyses reported in the associated manuscript, including descriptive statistics, reliability analysis, normality testing, ANCOVA, N-Gain analysis, and effect size calculations. All participant data have been anonymized to protect privacy. No personally identifiable information is included in this repository. This dataset is intended for researchers, educators, and learning technology developers interested in augmented reality, biology education, science education, critical thinking, conceptual understanding, and digital learning media. Keywords: , Flashcards, , Virus Biology, , Grade 10, Science Education, , Learning Media.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-07-28
DOI
https://doi.org/10.5281/zenodo.21643907
Primary Topic
Augmented Reality Applications
Type
article
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article

Dataset for AR-Enhanced Flashcards for Virus Biology: A Design, Validation, and Effectiveness Study on Critical Thinking and Conceptual Understanding

Mohamad Safwat Ashahri Bin Mohd Salim, Bea Hana Siswati, Ika Sukmawati, Dwi Frisca Isa Bela
Zenodo (CERN European Organization for Nuclear Research)
Augmented Reality Applications
article

Dataset for AR-Enhanced Flashcards for Virus Biology: A Design, Validation, and Effectiveness Study on Critical Thinking and Conceptual Understanding

Mohamad Safwat Ashahri Bin Mohd Salim, Bea Hana Siswati, Ika Sukmawati, Dwi Frisca Isa Bela
article en

Abstract

This repository contains the dataset supporting the study entitled "AR-Enhanced Flashcards for Virus Biology: A Design, Validation, and Effectiveness Study on Critical Thinking and Conceptual Understanding in Grade 10 Classrooms." The dataset was collected from Grade 10 senior high school students who participated in a quasi-experimental study evaluating the effectiveness of Augmented Reality (AR)-enhanced flashcards in learning virus biology. The study also included expert validation of the instructional media prior to classroom implementation. The repository includes: Raw and processed student data. Pre-test and post-test scores for critical thinking skills. Pre-test and post-test scores for conceptual understanding. Expert validation results for the AR-enhanced flashcards. Data coding and variable descriptions (data dictionary). Supporting documentation for data interpretation. The dataset can be used to reproduce the statistical analyses reported in the associated manuscript, including descriptive statistics, reliability analysis, normality testing, ANCOVA, N-Gain analysis, and effect size calculations. All participant data have been anonymized to protect privacy. No personally identifiable information is included in this repository. This dataset is intended for researchers, educators, and learning technology developers interested in augmented reality, biology education, science education, critical thinking, conceptual understanding, and digital learning media. Keywords: , Flashcards, , Virus Biology, , Grade 10, Science Education, , Learning Media.

Zenodo (CERN European Organization for Nuclear Research)
Universitas Jember (ID), Universitas Tidar (ID), Universitas Baiturrahmah (ID)
Quality Education
Openalex Percentile: Top 9%
Augmented Reality Applications
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Dataset for AR-Enhanced Flashcards for Virus Biology: A Design, Validation, and Effectiveness Study on Critical Thinking and Conceptual Understanding — Mohamad Safwat Ashahri Bin Mohd Salim, Bea Hana Siswati, et al. · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS