1. A method comprising: determining a set of content item listings to include in a page view, each content item listing in the set of content item listings containing at least a name of a content item identified by the content item listing, the set of content item listings having a particular order based on one or more order criteria; after determining the set of content item listings, determining that a first content item listing and a second content item listing satisfy one or more selection criteria, both the first content item listing and the second content item listing being from the set of content item listings; determining whether one of the first content item listing and the second content item listing has been highlighted in a previous page view based on content item selection historical data; and in response to determining that the first content item listing has been highlighted in the previous page view based on the content item selection historical data, while causing the set of content item listings to be displayed on a display in the particular order, causing the second content item listing to be highlighted on the display by being visually distinguishable from other content item listings in the set of content item listings; wherein the method is performed on one or more computing devices.