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Donnelly, Dermot F.; Vitale, Jonathan M.; Linn, Marcia C. – Journal of Science Education and Technology, 2015
Middle school students struggle to explain thermodynamics concepts. In this study, to help students succeed, we use a natural language processing program to analyze their essays explaining the aspects of thermodynamics and provide guidance based on the automated score. The 346 sixth-grade students were assigned to either the critique condition…
Descriptors: Middle School Students, Grade 6, Secondary School Science, Thermodynamics
Gerard, Libby F.; Linn, Marcia C. – Journal of Science Teacher Education, 2016
Computer scoring of student written essays about an inquiry topic can be used to diagnose student progress both to alert teachers to struggling students and to generate automated guidance. We identify promising ways for teachers to add value to automated guidance to improve student learning. Three teachers from two schools and their 386 students…
Descriptors: Scores, Automation, Essays, Classroom Techniques
Vitale, Jonathan M.; McBride, Elizabeth; Linn, Marcia C. – International Journal of Science Education, 2016
We compared two forms of automated guidance to support students' understanding of climate change in an online inquiry science unit. For "specific" guidance, we directly communicated ideas that were missing or misrepresented in student responses. For "knowledge integration" guidance, we provided hints or suggestions to motivate…
Descriptors: Climate, Change, Comparative Analysis, Science Instruction
Investigations of a Complex, Realistic Task: Intentional, Unsystematic, and Exhaustive Experimenters
McElhaney, Kevin W.; Linn, Marcia C. – Journal of Research in Science Teaching, 2011
This study examines how students' experimentation with a virtual environment contributes to their understanding of a complex, realistic inquiry problem. We designed a week-long, technology-enhanced inquiry unit on car collisions. The unit uses new technologies to log students' experimentation choices. Physics students (n = 148) in six diverse high…
Descriptors: Investigations, Rhetoric, Pretests Posttests, Physics
Svihla, Vanessa; Wester, Michael J.; Linn, Marcia C. – Journal of Learning Analytics, 2015
Designing learning experiences that support the development of coherent understanding of complex scientific phenomena is challenging. We sought to identify analytics that can also guide such designs to support retention of coherent understanding. Based on prior research that distributing study of material over time supports retention, we explored…
Descriptors: Science Education, Pretests Posttests, Inquiry, Multiple Regression Analysis
Lewis, Eileen L.; Linn, Marcia C. – Journal of Research in Science Teaching, 2003
We conducted two studies of beliefs about laboratory and everyday thermal phenomena. The first study identified concepts of heat energy and temperature held by adolescents, adults, and scientists. We found a classic separation of "school" and "everyday" knowledge in each population. We conducted clinical interviews with 37 middle school students,…
Descriptors: Scientists, Adolescents, Science Curriculum, Scores