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This invention is directed to a machine leaning methodology to quantify the association of a set of input variables to a set of output variables, specifically for the one-to-many scenarios in which the output exhibits a range of variations under the same replicated input condi

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Sugars (glucose and xylose) can be converted into dioxolanes which phase separate from water. These dioxolanes can be heterolytically cleaved which acts as a controlled dehydration reaction which results in ring closing of the subsequent structure to furans such as 5-hydr

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Fabrication methods are needed that are easily scalable, will enable facile manufacturing of SSEs that are < 50 µm thick to attain high energy density, and also exhibit good stability at the interface of the anode. Specifically, Wu et al.

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The increasing demand for high-purity lanthanides, essential for advanced technologies such as electronics, renewable energy, and medical applications, presents a significant challenge due to their similar chemical properties.