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Accordingly, a shift toward more mechanism-informed classification models is needed

Hypoxia stimulates degradation of 3-hydroxy-3-methylglutaryl-coenzyme A reductase through accumulation of lanosterol and hypoxia-inducible factor-mediated induction of insigs

One example is vitamin D, which experienced a rapid surge and widespread hype in the 2000s, followed by a period of conflicting headlines and public skepticism, before a stronger evidence base emerged to establish its benefits and safety. NAD+ appears to be following a similar trajectory of early excitement, some overstated fears, and, now, a growing body of research helping provide more insight into its benefits

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Recent advancements demonstrate potential but are limited to binary classification, failing to explore the fine-grained correlation between drugs and liver injury occurrences