A Comparative Analysis of COVID-19 Vaccine Side Effects vs. Environmental Allergies: A Machine Learning Approach to Symptom Differentiation

This research contributes a machine learning-based approach to distinguish COVID-19 vaccine-related side effects from environmental allergy symptoms. By analyzing demographic, vaccination, symptom, and environmental exposure factors, the study identifies patterns that may help improve symptom classification and support more informed clinical assessment. The research also provides a foundation for developing data-driven tools for differentiating vaccine-related reactions from common environmental allergies.