In order to properly support the collection view dialog in CX unified dashboard (T379273), we need to add support for pagination for single page collection recommendations.
More specifically, we want to support a new page URL parameter and when this parameter is present, the API will return the corresponding page for the page collection recommendations, without any shuffling.