I may have answered my own question but if you could verify it, that would be great:
In 2.4.4, the scim_rp.jkp file is encrypted/hashed with that password. In 2.4.3 (the version I am currently running), the scim-rp-openid-keys.json file with that information is plain text so a password isn't necessary.