Abstract: Communications server system, method, and apparatus for managing complex orders of industrial supplies, comprising a processor and a memory, the communications server apparatus being configured, under control of the processor, to execute instructions in the memory to generate, for a plurality of orders of respective different order quantities associated with an order entity, each of the plurality of orders associated with a unique order rule set, determine, for each unique order, a first order element of a first order category, a value of a first attribute parameter indicative of a first order rule requirement determine, for each unique order for a second order element of a second order category, a value of a second attribute parameter indicative of a second order rule requirement compare the values for the first and second order attribute parameters with a minimum order rules set associated with the order entity, use a comparison result to recommend an order change to at least one of the first or second orde

Abstract: A method and system may provide automated messages to a patient to increase the likelihood that the patient adheres to a medication regimen. A reinforcement learning engine determines the patient's barriers to adherence and transmits messages generated to address those barriers. The reinforcement learning engine constantly receives feedback from the patient and adjusts the messages that are transmitted to the patient, for example, when the patient's barrier to adherence changes, when the patient incorrectly identifies his barrier to adherence, and/or when the patient becomes desensitized to receiving the same message over and over again.