Abstract: Recombinant microorganisms configured for enhanced production of compounds such as 2-pyrone-4,6-dicarboxylic acid (PDC) and methods of using the recombinant microorganisms for the production of these compounds. The recombinant microorganisms include one or more modifications that reduce 2-pyrone-4,6-dicarboxylic acid (PDC) hydrolase activity, 4-carboxy-2-hydroxy-6-methoxy-6-oxohexa-2,4-dienoate (CHMOD) cis-trans isomerase activity, 4-carboxy-2-hydroxy-6-methoxy-6-oxohexa-2,4-dienoate (CHMOD) methyl esterase activity, and/or vanillate/3-O-methylgallate O-demethylase activity. The recombinant microorganisms can be used to generate PDC from media comprising plant-derived phenolics, such as syringyl phenolics, guaiacyl phenolics, and p-hydroxyphenyl phenolics. The plant-derived phenolics can be derived from pretreated lignin, including depolymerized lignin or other chemically altered lignin.

Abstract: Embodiments of the present disclosure provide for improved determination of adjustment unit allocation(s). For a particular user profile and electronic item representation, embodiments determine a recommended adjustment unit allocation particular to a transaction for that user profile and particular electronic item representation that increases and/or maximizes a particular goal metric while simultaneously maintaining or minimizing the decreased likelihood for a user to initiate such a transaction, or maximizing the likelihood that the user will initiate such a transaction. Embodiments of the present disclosure utilize allocation models specially configured for each user and prospective transaction for a particular electronic item representation.