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Catherine Mick; Don Lee; Leah Sandall; Katherine Frels; Yufeng Ge – Natural Sciences Education, 2025
Traditional phenotyping methods are labor-intensive, time-consuming, and often destructive measurements that describe plant traits. Technology allows the advancement of sensor-based phenotype data to be collected digitally. This area of work is called high-throughput phenotyping (HTP). HTP is rapid, non-destructive, and non-invasive. The effective…
Descriptors: Plants (Botany), Genetics, Open Educational Resources, Technology Integration
Caryn Babaian; Sudhir Kumar; Sayaka Miura – American Biology Teacher, 2025
Water is one of the most common molecules in the universe. Water is polarized, but it has many states besides the normal tetrahedron depicted in standard biology texts. Water is also the most ubiquitous molecule on Earth, the universal solvent. It is the internal and external habitat of cells. Ecologically, water is contiguous with life and the…
Descriptors: Biology, Evolution, Science Instruction, Water
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
Hannah K. Parker; Beth Zizzamia; Julie A. Pollock – Journal of Chemical Education, 2025
In a typical undergraduate biochemistry course, two main educational objectives include (1) understanding and applying how genetic mutations can influence protein structure and function, and (2) examining metabolic pathways of biomolecules to study cellular storage and fuel. Many times, these topics can seem disparate to students; therefore, we…
Descriptors: Undergraduate Students, College Science, Science Instruction, Biochemistry