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(Reference Sharma, Rawal and Mathew19) The usage of natural antioxidants as dietary supplements is on the rise as preventive and therapeutic strategies for various major health issues (Reference Saboori, Koohdani, Nematipour, Yousefi Rad, Saboor-Yaraghi, Javanbakht, Eshraghian, Ramezani and Djalali20,Reference Li, Tan, Wang, Zhang, Lao and Wong21) , and many studies have focused on them

Research shows levels decline alongside oestrogen, making targeted support particularly relevant during midlife

These findings have practical relevance for emulsified food products such as sauces, dressings, and nutraceutical beverages

Conclusions This study demonstrates the effectiveness of various ML models in predicting fragrance categories, with particular emphasis on the superior performance of the structural (ST) model that utilizes 2D Morgan fingerprints derived from 3D MolBlock geometries