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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
Ricardo Marcos; André Gomes; Marta Santos; António Coelho – Anatomical Sciences Education, 2025
Histology is a preclinical subject transversal in medical, dental, and veterinary curricula. Classical teaching approaches in histology are often undermined by lower motivation and engagement of students, which may be addressed by innovative learning environments. Herein, we developed a serious game approach and compared it with a classical…
Descriptors: Veterinary Medical Education, Game Based Learning, Gamification, Learner Engagement
William E. Lindsay; Valerie K. Otero – Science Education, 2025
This ethnographic cross-case study examines five teachers' year-long efforts to implement practice-based physics instruction within the unique organizational context of a no-excuses charter network. The teachers were attempting to adapt their didactic, rigid, and compliance-based instructional approach to include more opportunities for students to…
Descriptors: Charter Schools, Science Instruction, Teaching Methods, Physics
Phil Seok Oh; Heesoo Ha – Journal of Research in Science Teaching, 2025
Current science education reform efforts have identified sensemaking as an important goal of science education, and science education researchers have studied what constitutes the sensemaking process in the science classroom. Because the studies of sensemaking are loosely linked to those of scientific reasoning, however, they have provided little…
Descriptors: Role of Education, Science Education, Scientific Concepts, Scientific Literacy
Bennion, Adam; Davis, Elizabeth A. – Journal of Science Teacher Education, 2023
Preservice elementary teachers need to be able to engage young students in science practices but may not have extensive experiences with those practices. They also may have contrasting beliefs about them, which inform their teaching practice. To understand preservice teachers' beliefs related to science practices, we focus on the connections they…
Descriptors: Preservice Teachers, Elementary School Teachers, Student Attitudes, Teacher Education Programs
Ioannidou, Olga; Finch, Katy; Erduran, Sibel – Journal of Education for Teaching: International Research and Pedagogy, 2022
A significant issue in the teaching, learning and summative assessment of practical science is that the underpinning model of scientific methods is based on a fairly simplistic and linear account that does not represent how scientists actually do practical work. In this paper, we examine how science teachers in England and Wales view scientific…
Descriptors: Secondary School Teachers, Science Instruction, Scientific Methodology, Science Teachers
Gencer, Sinem; Akkus, Huseyin – Journal of Turkish Science Education, 2022
The purpose of this study is to examine pre-service chemistry teachers' orientations towards chemistry teaching during chemistry teaching method courses. This study was conducted with ten pre-service chemistry teachers for 28 weeks. The Draw-A-Science-Teacher-Test Checklist (DASTT-C), card-sorting activity, interviews, observations, and reflection…
Descriptors: Preservice Teachers, Science Teachers, Chemistry, Student Attitudes
Amedee Marchand Martella; Marsha C. Lovett; Lynette Ramsay – Grantee Submission, 2021
To investigate the variation in active learning used in college science courses, the authors analyzed 57 comparison studies published in three prominent science education journals. Focusing on three sources of variation--(a) the active learning activities, (b) other pedagogical features, and (c) course structure/design--they found that most…
Descriptors: Active Learning, College Science, Educational Research, Science Instruction
James Deehan; Amy MacDonald; Christopher Morris – Studies in Science Education, 2024
Effective science education is crucial for developing a scientifically literate citizenry, and for many, foundational primary science education experiences play a significant role in defining their long-term science trajectories. However, primary science education has been limited by a dissonance between the poor science trajectories for…
Descriptors: Intervention, Science Education, Science Instruction, Instructional Effectiveness
Allison J. Jaeger; Logan Fiorella – Metacognition and Learning, 2024
Prior research suggests most students do not glean valid cues from provided visuals, resulting in reduced metacomprehension accuracy. Across 4 experiments, we explored how the presence of instructional visuals affects students' metacomprehension accuracy and cue-use for different types of metacognitive judgments. Undergraduates read texts on…
Descriptors: Cues, Visual Stimuli, Comprehension, Metacognition
Symone A. Gyles; Heather F. Clark – Cultural Studies of Science Education, 2024
Instructional practices in science education often create dichotomies of "expert" and "outsider" that produce distinct power differences in classrooms. Building upon the idea of "making present practice" to disrupt these binaries, this paper presents select findings from a year-long study investigating two urban…
Descriptors: Community Education, Science Instruction, Teaching Methods, Specialists
Ibrahim Al-Odat – Journal of Microbiology & Biology Education, 2024
This article aims to simplify and facilitate the process of practical teaching of enzyme kinetics by utilizing minimal teaching laboratory requirements. Simultaneously, it ensures that students comprehend the enzyme kinetics experiment effectively. The focus is on teaching students how to estimate the maximum velocity (Vmax) and Michaelis constant…
Descriptors: Undergraduate Students, Biochemistry, Science Instruction, Kinetics
Andrea Saltelli – Innovations in Education and Teaching International, 2024
The focus of this case study is the question, 'How can research integrity be taught in higher education?' I will share my experience of teaching this topic over the past three years, organising the various dimensions of research integrity under the broader theme of integrity in science, specifically in terms of norms, functions, and unity. Norms…
Descriptors: Scientific Research, Science Instruction, Teaching Methods, Integrity
Mirac Furkan Bayar; Yasemin Tas – International Journal of Technology and Design Education, 2024
This study examined the effect of design-based science instruction (DBSI) on sixth grade students' science achievement, as well as their development in relation to science process skills. 213 sixth grade students from three public schools participated in the study. A pilot was conducted in the unit of Systems of the Human Body and the main study…
Descriptors: Science Achievement, Grade 6, Public Schools, Design
Chang Chen; Yan Jin; Guangqing Liu – Journal of Chemical Education, 2024
Given the severe pollution caused by traditional plastics, biodegradable plastic products (BPPs) have received great attention and are appearing in people's lives in the form of packaging bags, tableware, etc. Whether a wide variety of BPPs can truly degrade depends on the environment. Aerobic composting is the arbitration method to evaluate the…
Descriptors: Undergraduate Students, Biochemistry, Science Instruction, Chemistry

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