If the reason is that you might get negative feedback in return, why not make both parties submit feedback blind and only publish the feedback once both parties have submitted it? (and make it not editable)
The other thing I'd add is that basic information about conflicts should be made public on someone's record, along with a high level outcome (and possibly additional comments from the parties involved) so these things can be part of someone's decision making process.