* The research found that the models using competitive adaptive reweighting sampling (CARS) and genetic algorithm joint extreme learning machine (GA-ELM) were particularly effective, showing very high prediction accuracy for certain compounds.
* Results indicated that NIRS is a viable and efficient method for rapid detection of key components in Ginkgo Folium, which can enhance quantitative analysis in botanical research.