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Anita T. Layton

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Open access Aug 2026

Temporal misalignment of renal sodium transport promotes non-dipping blood pressure phenotypes

Non-dipping blood pressure (BP) phenotypes are strongly associated with cardiovascular and renal morbidity, yet the physiological mechanisms governing nocturnal BP dipping remain incompletely understood. Experimental evidence suggests important roles for circadian timing, renal sodium handling, autonomic regulation, an...

Anita T. Layton · 0 citations
#artificial intelligence Preprint Sep 2026

Why Directly Learning Periodic Trajectories Can Fail

Operator learning of periodic solutions requires deciding how simulation data should be recorded and represented. A natural choice is to integrate long enough for transients to decay and record a window wide enough to contain at least one full period of all trajectories. We find that these conservative choices can make...

Kai-Xin Zheng, Anita T. Layton · 0 citations

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