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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
Hikma Artia; T. Titin; Andi Besse Tenriawaru – Journal of Biological Education Indonesia (Jurnal Pendidikan Biologi Indonesia), 2025
This study aims to determine the development and feasibility of biology magazine submaterial inheritance traits as a learning media for class IX junior high school. Engaging and effective learning media can increase students' understanding and interest in the material presented. The research method used is research and development (R&D) using…
Descriptors: Genetics, Biology, Science Instruction, Teaching Methods
Chris Della Vedova; Gareth Denyer; Maurizio Costabile – Biochemistry and Molecular Biology Education, 2025
Innovative approaches to teaching genetics are essential for improving student engagement and comprehension in this challenging field. Laboratory-based instruction enhances engagement with the subject while fostering the development of practical competencies and deepening comprehension of theoretical concepts. However, constraints on time and…
Descriptors: Undergraduate Students, Genetics, Science Instruction, Laboratory Experiments
Hsin-Chueh Chen; Mei-Chun Lin; Chun-Yen Chang – Science & Education, 2025
Multicultural science education advocates that science education should pay attention to the uniqueness of students from different backgrounds. In developing instructional strategies, educators should respect students' differences according to their culture. However, In Taiwan, while Darwin's theory of evolution is taught in high school biology,…
Descriptors: Christianity, World Views, Science Instruction, Teaching Methods
Sam Ramaila; Syamthanda Mpilwenhle Zondi; Lydia Mavuru – Journal of Teaching and Learning, 2025
This study explored the pedagogical strategies employed by grade 12, life-sciences teachers in township schools to teach complex concepts, such as genetics and meiosis, using improvised teaching resources. Resource constraints in South African township schools often limit learners' access to traditional teaching materials and technologies. In…
Descriptors: Genetics, Teaching Methods, Science Instruction, Grade 12
Tholani Tshuma; Eunice Nyamupangedengu – Research in Social Sciences and Technology, 2025
This inquiry sought to investigate the opportunities and potential challenges of engaging in a self-study approach as a strategy for enhancing professional growth during my teaching of the topic of evolutionary genetics to 24 twelfth-grade students. I had, for many years, experienced pedagogical deficits and shortcomings when teaching evolutionary…
Descriptors: Science Instruction, Teaching Methods, Faculty Development, Science Teachers
Muammer Çalik; Antuni Wiyarsi – International Journal of Science Education, 2025
Given little research using meta-analysis for SSI-based interventions and their limitations (e.g. data selection and analysis processes), further study is needed to validate previous findings and provide a broader sense of the effectiveness of SSI-based interventions in promoting scientific literacy. Therefore, this study aimed to…
Descriptors: Scientific Literacy, Science and Society, Science Curriculum, Science Education
Aekkalak Ratraikit; Chulida Hemtasin; Tawan Thongsuk; Wisarut Payoungkiattikun – Asian Journal of Contemporary Education, 2025
This action research aimed to enhance fluency thinking in the Year 9 Science and Technology course on Genetics by integrating bell ringer exams with inquiry-based learning. The study's objectives were to achieve an 80% pass rate in fluency thinking and to assess student satisfaction with this pedagogical approach. The sample comprised 20 Year 9…
Descriptors: High School Students, High School Teachers, Science Instruction, Genetics
Louis Alexiz C. Urbina – Online Submission, 2025
This research investigated how collaborative e-learning strategies affected the understanding of DNA Replication among the 9th-grade Biology CC class. The study involved 24 diverse students (ages 15-17), including regular education students, English Language Learners (ELLs), and students with IEPs selected through proportional stratified random…
Descriptors: Cooperative Learning, Science Instruction, Teaching Methods, Outcomes of Education