Opening the JSON api for a currently running build, I see that the status of the build is given as

"result":"SUCCESS"

This is in contrast to expected behaviour for a freestyle Jenkins job where an in progress build will have status:

"result":null

Pending a fix, a simple workaround is to checkout the "duration" parameter, which will be 0 for builds that have not completed.