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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
Sangwoo Ha – Science & Education, 2025
The importance of the philosophy of science in science teacher education has long been argued for by science educators. In particular, understanding how scientific knowledge is generated, negotiated, and developed is a key area of the philosophy of science that is relevant to science teaching. However, research on the nature of scientific…
Descriptors: Science Teachers, Science Instruction, Teacher Education Programs, Preservice Teachers
Phil Seok Oh; Heesoo Ha; Seungho Maeng – International Journal of Science Education, 2025
The field of science education has put effort into providing opportunities for students to position themselves as epistemic agents pursuing the goal of making sense of natural phenomena. However, students often struggle in adapting scientific practices to achieve the sense-making goal. In this position paper, we conceptualise students'…
Descriptors: Science Instruction, Self Concept, Personal Autonomy, Learner Engagement
Victoria Borish; H. J. Lewandowski – Physical Review Physics Education Research, 2025
As quantum technologies transition from the research laboratory into commercial development, the opportunities for students to begin their careers in this new quantum industry are increasing. With these new career pathways, more and more people are considering the best ways to educate students about quantum concepts and relevant skills. In…
Descriptors: Physics, Science Instruction, Quantum Mechanics, Computer Software