Each recommended book comes with a link to the comment of the person that recommended it. Click on the link that says recommend. Then you can read their comment

Each recommended book comes with a link to the comment of the person that recommended it. Click on the link that says recommend. Then you can read their comments to know the reason for the recommendation and look at how many upvotes it has to see if other people approve. I agree it's very haphazard.