Interesting - the encyclopedia by that time was already a well-established and popular form, so something here is being added - is it the categorisation, or the linkages, or perhaps the scale? Perhaps it’s the potential dynamism - a card index can be updated readily, compared to a book.
Found this image by Otlet, along with many others:
Also nearby: