2025. Bridging the Adaptability Gap in Machine Learning Driven Road Safety Systems: A Research Roadmap Toward Safer Streets. Journal of Informatics Education and Research. 5, 4 (Dec. 2025). DOI:https://doi.org/10.52783/jier.v6i1.4438.