*Result*: Middle School Science Talk: Coupling Natural Language Processing with Classroom Video Analyses to Explore Discursive Resources in Hybrid Spaces

Title:
Middle School Science Talk: Coupling Natural Language Processing with Classroom Video Analyses to Explore Discursive Resources in Hybrid Spaces
Language:
English
Authors:
Source:
AERA Open. 2025 11(1).
Availability:
SAGE Publications. 2455 Teller Road, Thousand Oaks, CA 91320. Tel: 800-818-7243; Tel: 805-499-9774; Fax: 800-583-2665; e-mail: journals@sagepub.com; Web site: http://sagepub.com
Peer Reviewed:
Y
Page Count:
21
Publication Date:
2025
Sponsoring Agency:
National Science Foundation (NSF)
Contract Number:
1845048
Document Type:
*Academic Journal* Journal Articles<br />Reports - Research
Education Level:
Junior High Schools
Middle Schools
Secondary Education
ISSN:
2332-8584
Entry Date:
2026
Accession Number:
EJ1494853
Database:
ERIC

*Further Information*

*This study applies natural language processing and qualitative classroom video analyses to examine classroom discourse. Guided by hybridity theory, which emphasizes the benefits of blending everyday with academic language practices for expanding students' opportunities to engage with disciplinary ideas, our study systematically identifies how teachers' and students' discursive resources operate in science classrooms. The NLP (namely, LIWC and topic modeling) results indicated that traditional academic discourses were prevalent; however, hybrid discourses were also evidenced in the presence of social language and everyday topics, as well as high language coordination between teachers and students. The qualitative findings further illustrated how teachers facilitated hybrid discourse spaces through open-ended questions that prompt disciplinary connections to contemporary events and students' out-of-school experiences. We discuss the implications for future research and partnership with educators in service of supporting hybrid discourse in science classrooms.*

*As Provided*