Abstract: Methods, systems, and apparatus for utilizing predictions of future real-world events to generate actionable decisions. In some implementations, a computer can obtain a plurality of prediction results in association with an event from a machine learning model. The computer can receive from semantic information from a user device. The computer can match one or more prediction results of the plurality of prediction results to the semantic information. The computer can generate one or more actionable outputs by processing the one or more prediction results and the semantic information for the user device. The computer can forward the one or more actionable outputs to the user device, wherein the one or more actionable outputs comprise information that allows a user of the user device to act on in advance of occurrence of the event.