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Funding This work was supported by the Projects of Medicine and Health Science Technology Development Program in Shandong Province [2016WS0499], Shandong Provincial Natural Science Foundation of China Grants [ZR2019PH025]
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In conclusion, while OHE may suffice for simpler and more independent classification tasks, embedding-based models like ClinicalBERT clearly outperform traditional methods in complex and multifactorial prediction tasks
The result is improved mental stamina, sharper focus, and enhanced cognitive resilience, especially during periods of stress, fatigue, or sleep deprivation
Gut microbiota exert broad regulatory effects on host metabolism, producing key metabolites such as SCFAs and tryptophan derivatives that maintain bloodbrain barrier (BBB) integrity, modulate neuroinflammation, and support brain energy metabolism
