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Lachlan McGinness; Peter Baumgartner – Physical Review Physics Education Research, 2025
This paper explores the potential of large language models to accurately extract and translate equations from typed student responses into a standard format. This is a useful task as standardized equations can be graded reliably using a computer algebra system or a satisfiability modulo theories solver. Therefore physics instructors interested in…
Descriptors: Artificial Intelligence, Computer Uses in Education, Physics, Grading
Khaleel Al-Said; Nidal Amarin; Lyubov Krasnova – Education and Information Technologies, 2024
This study aims to determine how the use of virtual reality impacts physics students, their knowledge, and the quality of training. The study involved 116 students aged 17-19. The main purpose is to explore the effect that VR technology has on students' knowledge and motivation. As per usual, the students were divided into two research groups:…
Descriptors: Physics, Science Instruction, Computer Simulation, Student Motivation
Mehmet Donmez; Kursat Cagiltay – Turkish Online Journal of Distance Education, 2024
This study explores the development of an eye-tracking solution for paralyzed students, enabling them to access and utilize personal computers for their education. It relies on eye-tracking technology, enabling computer control through eye movements. The study followed four phases: problem analysis, solution development, evaluation, and…
Descriptors: Students with Disabilities, Physical Disabilities, Eye Movements, Computer Uses in Education
Kaitlin Gili; Kyle Heuton; Astha Shah; David Hammer; Michael C. Hughes – Physical Review Physics Education Research, 2025
Advances in machine learning (ML) offer new possibilities for science education research. We report on early progress in the design of an ML-based tool to analyze students' mechanistic sensemaking, working from a coding scheme that is aligned with previous work in physics education research (PER) and that is amenable to recently developed ML…
Descriptors: Physics, Science Education, Educational Research, Artificial Intelligence
Jennifer Campbell; Katie Ansell; Tim Stelzer – Physical Review Physics Education Research, 2024
Recent advances in publicly available natural language processors (NLP) may enhance the efficiency of analyzing student short-answer responses in physics education research (PER). We train a state-of-the-art NLP, IBM's Watson, and test its agreement with human coders using two different studies that gathered text responses in which students…
Descriptors: Artificial Intelligence, Physics, Natural Language Processing, Computer Uses in Education
Yavuz Dinc; Sarah Malone; Verena Ruf; Steffen Steinert; Stefan Küchemann; Jochen Kuhn – Physical Review Physics Education Research, 2025
Prior research has demonstrated that students' performance on physics test items can be accurately predicted using machine learning algorithms based on their gaze behavior. These gaze data are typically recorded during item completion and capture students' visual attention to both the verbal item stem and accompanying visual representations, such…
Descriptors: Artificial Intelligence, Computer Uses in Education, Eye Movements, Test Items
Mhamed Ben Ouahi; Mohamed Droui; Elyazid Hida; Taoufik Hassouni; El Mehdi AL Ibrahmi – Knowledge Management & E-Learning, 2025
Science education, particularly physics, remains a priority for many countries, as their future economic prosperity is closely linked to student success in science and technology. Given the persistent challenges faced by teachers in stimulating students' interest in this discipline, the integration of innovative teaching methods has become…
Descriptors: Science Education, Physics, Student Attitudes, Middle School Students
Nedim Slijepcevic; Ali Yaylali – Journal of Teaching and Learning, 2025
This mixed-methods study investigated the effectiveness of Generative AI (GenAI) powered intelligent tutoring systems (ITS) in undergraduate physics education, specifically comparing learning outcomes between students using Khanmigo (Khan Academy's AI tutor) and the Google search engine. The study involved 69 undergraduate students divided into…
Descriptors: Undergraduate Students, Science Education, Physics, Scientific Concepts
Bramley, Neil R.; Ruggeri, Azzurra – Developmental Psychology, 2022
We explore how children and adults actively experiment within the physical world to achieve different epistemic goals. In our experiment, one hundred one 4- to 10-year-old children and 24 adults either passively observed or used a touchscreen interface to actively interact with objects in a dynamic physical microworld with the goal of inferring…
Descriptors: Active Learning, Computer Uses in Education, Courseware, Physics
Harriet R. Tenenbaum; Jo Van Herwegen – International Journal of Early Years Education, 2024
Many technological applications (apps) purport to help children learn academic material. Building on research in developmental and educational psychology, we developed and tested an app to teach biological and physical science content to preschool children. There were 21 children in the control condition (M[subscript age] = 50.30 months, SD =…
Descriptors: Preschool Children, Elementary School Science, Science Education, Science Instruction
Jesus, Guilherme C. C.; Castro, Tiago J. – Physics Education, 2022
In this work, we report the development of a low-cost Arduino-controlled device for didactic activities in light polarization. The main body of the prototype was designed and produced using laser-cut medium density fibreboard parts, including gears and pulleys. As a light source and detector, a 532 nm laser pointer and a light dependent resistor…
Descriptors: Physics, Science Instruction, Light, Computer Uses in Education
Paul Bazelais; Gurinder Binner; Tenzin Doleck – Interactive Learning Environments, 2024
As an important tool for STEM education, online labs have gained significant research attention. However, our understanding of online labs is limited by the inattention to the factors that contribute to the acceptance of online labs. This study adopts the UTAUT model to investigate the salient determinants of use of online labs. We test the…
Descriptors: Foreign Countries, High School Students, College Bound Students, Physics
Paixão, P. A.; Remonatto, V. M. C.; Calheiro, L. B.; Dos Reis, D. D.; Goncalves, A. M. B. – Physics Education, 2022
Here, we present a 3D printed experimental apparatus that students can use to acquire interference and diffraction quantitative data from light passing through a single or double-slit experiment. We built a linear screw stage with a multiturn potentiometer connected to its leadscrew as a position sensor. Using an Arduino, we collected light…
Descriptors: Science Experiments, Spatial Ability, Geometric Concepts, Printing
Pili, Unofre B.; Violanda, Renante R. – Physics Education, 2022
The video of a free-falling object was analysed in Tracker in order to extract the position and time data. On the basis of these data, the velocity, gravitational potential energy, kinetic energy, and the work done by gravity were obtained. These led to a rather simultaneous validation of the conservation law of energy and the work-energy theorem.…
Descriptors: Science Instruction, Physics, Energy, Scientific Concepts
Soojeong Jeong; Justin Rague; Kaylee Litson; David F. Feldon; M. Jeannette Lawler; Kenneth Plummer – Education and Information Technologies, 2025
DBL is a novel pedagogical approach intended to improve students' conditional knowledge and problem-solving skills by exposing them to a sequence of branching learning decisions. The DBL software provided students with ample opportunities to engage in the expert decision-making processes involved in complex problem-solving and to receive…
Descriptors: Decision Making, Learning Processes, Introductory Courses, Science Education

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