In the mean time I've found a possible solution in the knowledge base:
The only issue with it is that after the document is loaded, the .Annotations collection is still empty.
When I change the zoom level of the document using the + or - button on the toolbar, the .Annotations collection is populated. Is there a way to force load the collection