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Representing DNA for Machine Learning Algorithms: A Primer on One-Hot, Binary, and Integer Encodings
Yash Munnalal Gupta; Satwika Nindya Kirana; Somjit Homchan – Biochemistry and Molecular Biology Education, 2025
This short paper presents an educational approach to teaching three popular methods for encoding DNA sequences: one-hot encoding, binary encoding, and integer encoding. Aimed at bioinformatics and computational biology students, our learning intervention focuses on developing practical skills in implementing these essential techniques for…
Descriptors: Science Instruction, Teaching Methods, Genetics, Molecular Biology
W. Paige Hall; Kevin Cantrell – Journal of Chemical Education, 2024
Human-driven carbon emissions have resulted in increased levels of dissolved carbon dioxide in the Earth's oceans. This dissolved carbon dioxide reacts with water to form carbonic acid, which impacts ocean acidity as well as the solubility of carbonate-containing compounds, with far-reaching impacts on marine ecosystems and the human communities…
Descriptors: Programming Languages, Computer Science Education, Chemistry, Marine Biology
Emine Turhal; Oktay Bektas – International Journal of Education in Mathematics, Science and Technology, 2025
This research will analyze the issues encountered by two science teachers implementing Arduino-based robotic coding projects. This research employed a case study design. This research has used a criterion sampling group. This study used semi-structured observation, interviews, and video observations as data collection tools. The teachers conducted…
Descriptors: Science Teachers, Teacher Attitudes, Science Instruction, Robotics
Unlu, Serkan; Kiray, Seyit Ahmet – Online Submission, 2022
This book has been prepared to introduce common technological tools that can be used in science education in the distance education process. Although most of the applications introduced in the book are used in face-to-face education, this book focuses on their use in the distance science education process. In the Introduction part of the book, the…
Descriptors: Computer Software, Videoconferencing, Distance Education, Pandemics
Tolga Kurt; Burcu Anilan – Shanlax International Journal of Education, 2024
This study aims to determine the opinions of science teachers on robotics coding, which is one of the prominent applications in recent times and is expected to be integrated into education. The research was designed as a case study, one of the qualitative research methods. The study group of the research consists of 12 science teachers.…
Descriptors: Robotics, Science Teachers, Science Instruction, Usability
Rosenberg, Joshua M.; Krist, Christina – Journal of Science Education and Technology, 2021
Assessing students' participation in science practices presents several challenges, especially when aiming to differentiate meaningful (vs. rote) forms of participation. In this study, we sought to use machine learning (ML) for a novel purpose in science assessment: developing a construct map for students' "consideration of generality,"…
Descriptors: Artificial Intelligence, Educational Technology, Technology Uses in Education, Models
Schrodt, Katie; Winters, Jeremy; Huddleston, Tracey – Science and Children, 2021
In today's dynamic global economy, integrated units of study are particularly important. Students who are fluent in several disciplines and comfortable moving among them can make meaningful connections and maintain enhanced understandings (Sias et al. 2016). This article shares an integrated STEAM unit that is grounded in the science disciplinary…
Descriptors: Science Instruction, Elementary School Science, Grade 2, Elementary School Students
Fairley, David – School Science Review, 2020
This article introduces the use of "VPython" (the "Python" programming language plus a 3D graphics module called "Visual") as a potentially valuable tool in teaching aspects of secondary school chemistry, which also provides an opportunity for students to gain some experience with manipulating and/or writing computer…
Descriptors: Science Instruction, Educational Technology, Technology Uses in Education, Chemistry
Apple, Lillian; Baunach, John; Connelly, Glenda; Gahlhoff, Sonia; Romanowicz, Colleen Megowan; Vieyra, Rebecca Elizabeth; Walker, Lucas – Physics Teacher, 2021
Multiple initiatives contend that all students should master computational thinking, including the "Next Generation Science Standards, the K-12 Framework for Computational Thinking," and Code.org. In turn, many physics teachers have begun to explore a variety of approaches to integrating computational modeling through programming. These…
Descriptors: Science Instruction, High Schools, Secondary School Science, Physics
Brookes, David T.; Yang, Yuehai; Nainabasti, Binod – Physical Review Physics Education Research, 2021
We conducted a semester-long ethnographic study of group work in a physics class that implemented the investigative science learning environment approach. Students' conversations were videotaped while they were engaged in group learning activities. Our primary research goal was to better understand what factors made some groups more effective than…
Descriptors: Ethnography, Physics, Science Instruction, Video Technology
Lottero-Perdue, Pamela S.; Mikeska, Jamie N.; Nester, M. Shae – Contemporary Issues in Technology and Teacher Education (CITE Journal), 2022
In this report of an action research study, the authors describe how one elementary science teacher educator used transcript coding of simulated classroom discussions as a pedagogical approach to learn about her elementary preservice teachers' (PSTs') abilities to notice key aspects of scientific argumentation discussions. Elementary PSTs (n = 19)…
Descriptors: Preservice Teachers, Preservice Teacher Education, Science Instruction, Persuasive Discourse
LeBlanc, Jennifer K.; Cavlazoglu, Baki; Scogin, Stephen C.; Stuessy, Carol L. – International Journal of Education in Mathematics, Science and Technology, 2017
This research examined how a teacher's discussion of the strands of scientific proficiencies changed over the course of an inquiry cycle as students engaged in a complex, technology-enhanced inquiry learning environment called "PlantingScience" (PS). Our research is descriptive in nature and attempts to deconstruct the complexity of…
Descriptors: Inquiry, Teaching Methods, Technology Uses in Education, Educational Technology
Motlhabane, Abraham – EURASIA Journal of Mathematics, Science & Technology Education, 2016
Teachers are actively encouraged to plan their lessons such that there is maximum classroom talk, namely accountability talk. However, many lessons do not display sufficient accountability talk. This study attempted to better understand the level and quality of accountability talk in six science lessons. The study aimed to provide teachers with…
Descriptors: Accountability, Science Instruction, Teaching Methods, Lesson Plans
Zheng, Changlong; Li, Langsen; He, Peng; Jia, Mengying – Chemistry Education Research and Practice, 2019
Although the content of science lessons has been analyzed from different perspectives by developing a set of codes (e.g., K. J. Roth, S. L. Druker, H. E. Garnier, M. Lemmens, C. Chen, T. Kawanaka, and R. Gallimore, (2006), Teaching science in five countries: results from the TIMSS 1999 video study, Washington, DC: National Center for Education…
Descriptors: Foreign Countries, Science Instruction, Coding, Teaching Methods
Werth, Alexandra; West, Colin G.; Lewandowski, H. J. – Physical Review Physics Education Research, 2022
Over the last decade, course-based undergraduate research experiences (CUREs) have been recognized as a way to improve undergraduate science, technology, engineering, and mathematics education by engaging students in authentic discovery. CUREs have been shown to have positive benefits similar to traditional undergraduate research experiences;…
Descriptors: Physics, Science Instruction, COVID-19, Pandemics

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