\chapter{Results and Analysis} \section{System Achievements and Capabilities} \subsection{Functional Capabilities} \subsection{Performance Metrics} \subsection{Comparative Advantages Over Existing Methods} \section{Validation Results and Interpretation} \subsection{Internal Evaluation Outcomes} \subsubsection{Performance Assessment} \subsubsection{Pedagogical Effectiveness of Visualizations} \subsection{Expert Feedback Analysis}