Textbooks can have a fundamental and positive effect on both learning and teaching. As such, in order to understand how students structure concepts in their minds, it is necessary to analyze the structure in which those concepts presented in textbooks are described. This study examined a network of concepts used in the domain of biotechnology in…

In massive open online courses (MOOCs), recommendation relationships present a collection of associations that imply a new form of integration, such as an interdisciplinary synergy among diverse disciplines. This study took a computer science approach, using the susceptible-infected (SI) model to simulate the process of learners accessing courses…

The study employed epistemic network analysis (ENA) to investigate students' conceptions of science learning with technology. One-hundred and eleven tenth-grade students were asked to express via drawings their conceptions of experienced and ideal learning of science with technology. Their drawings were coded into 20 elements in seven categories.…

Background: Photomicrographs are major biological representations which help students understand more about the structures of cells and tissues. Owing to their abstract nature, students often rely on representations in textbooks to develop their understanding of photomicrographs. Purpose: This study investigated how students with low, medium and…

The purpose of this study is to reveal the status of scientific publications on learning analytics from the past to the present in terms of bibliometric indicators. A total of 659 publications on the subject between the years 2011-2021 were found in the search using keywords after various screening processes. Publications were revealed through…

Multimodal Learning Analytics (MMLA) has huge potential for extending the work beyond traditional learning analytics for the capabilities of leveraging multiple data modalities (e.g. physiological data, digital tracing data). To shed a light on its applications and academic development, a systematic bibliometric analysis was conducted in this…

The emergence of the COVID-19 pandemic brought changes and efforts for adaption to the new environment in every industry, including higher education. The present study, drawing on crisis management theory as a framework, aimed to understand information and communication sharing behaviors of the higher education community during the pandemic by…

The thriving developer community has a significant impact on the widespread use of R software. To better understand this community, we conducted a study analyzing all R packages available on CRAN. We identified the most popular topics of R packages by text mining the package descriptions. Additionally, using network centrality measures, we…

This paper investigates the factors that limit ICT-integrated teaching in Ethiopian secondary schools. Following Actor-Network Theory, the relationship between teachers and ICT materials is interpreted as a sociomaterial network in which the material and the human dimensions are intertwined. Qualitative data was collected via interviews carried…

Network science has allowed varied scientific fields to investigate and visualize complex relations between many variables, and psychology research has begun to adopt a network perspective. In this paper, we consider how leaving behind reductionist approaches and instead embracing a network perspective can advance the field of parental burnout.…

This study explored how scientific ideas interacted in college students' scientific explanations using text analysis techniques and network analysis. A task was given to first-year college students asking them to answer a series of physics questions associated with a computer simulation. Students' written responses were classified into three…

Learning is inherently a social act occurring through individualized interpretation and negotiations with diverse others. The ability to work with others within the learning environment and beyond is an essential skill. Student-centered teaching methods that emphasize active learning in a team setting have garnered much support across higher…

This paper discusses the relationship between multidisciplinarity and research performance in the academic context. The paper explains how scholars' scientific performance is affected by the multidisciplinarity of the network of colleagues with whom they conduct their research. Furthermore, this paper explores the potential moderating role of…

A wide spectrum of rigor exists in systematic literature review methods. This article argues review methods should include both a preliminary discussion justifying where and a secondary protocol explaining how a literature search is conducted. Journal title overlap analysis is one way to justify where a literature search is conducted. A new…

Network models of the WAIS-IV based on regularized partial correlation matrices have been reported to outperform latent variable models based on uncorrected correlation matrices. The present study sought to compare network and latent variable models using both partial and uncorrected correlation matrices with both types of models. The results show…