AUTHOR=Oshima Jun , Tsunakawa Takashi , Oshima Ritsuko 
  
TITLE=An Assessment of Idea Emergence in Subject-Matter Collaborative Learning
  
JOURNAL=Frontiers in Education
  
VOLUME=Volume 5 - 2020
  
YEAR=2020
  
URL=https://www.frontiersin.org/journals/education/articles/10.3389/feduc.2020.00021
  
DOI=10.3389/feduc.2020.00021
  
ISSN=2504-284X
  
ABSTRACT=Idea emergence is critical in learning as knowledge creation. Although recent advancements make it possible to detect emergent ideas and evaluate how students engage in knowledge creation in collaborative learning contexts, the relationship between the learning processes and final learning outcomes has not been well studied. One compound factor is how much students engage in their study topic during collaboration. In this study, therefore, we propose a new procedure for evaluating idea emergence in the context of jigsaw instruction by combining a socio-semantic network analysis of discourse and a text-mining algorithm, “the term-frequency.” This procedure was used to evaluate how high-school learners engaged in their social process of knowledge creation as well as how much they discuss their study topics, the human immune system. Results showed that the weight of priority on a study topic did not significantly differ in both high and low learning-outcome groups, but high learning-outcome groups were more engaged in sharing and discussing ideas in the early stage of their collaboration. It is suggested that students’ recognition of the study topic was not different depending on the levels of their learning outcomes in a well-structured collaborative learning context such as jigsaw instruction. However, what matters is how students discuss their ideas through collaborative discourse.