Machine Learning Model Insights into Base-Catalyzed Hydrothermal Lignin Depolymerization.

For reaction time, a clear trend cannot be observed, with predicted bio-oil yield values fluctuating between slightly lower and then higher as the reaction time moves from the 50th percentile to the 90th.

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Given that the temperature distribution is relatively normal-shaped and data are most abundant around the 50th percentile, it is most likely not due to data sparsity. Reaction time, on the other hand, shows a decreasing trend as reaction time increases.

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