More like multiple documents

I'm looking for a way to suggest documents for a user based on documents
they have previously saved in our system. I have a list of document ids in
Elasticsearch and I'd like to suggest documents that are related to that
corpus of saved documents. In Solr this can be done through Carrot
clustering on those document ids, but the Elasicsearch Carrot plugin
doesn't fetch additional documents related to the clusters like Solr does.
Does anyone have any suggestions for an approach/solution to this problem?

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