1. A method for predicting a classification of a work-item notification, the method comprising: a computing device analyzing a new work-item notification using a trained binary classifier that was trained using at least a past and/or current work-item history that was collected as a tuple that includes the following information: workitem-ID, actor, timestamp, attribute, work-item start-value, and work-item end-value; and the computing device, in response to analyzing the new work-item notification, predicting a classification of the new work-item notification, wherein the classification is used for display of the new work-item notification.