By default, Scala's parallel collections use fork/join on JVMs > 6, so using Scala probably isn't going to change much for you.[1]
Also, note that this guy's company makes software that directly competes with the JVM's fork/join framework, so he's not exactly an unbiased source.[2]
[1] http://docs.scala-lang.org/overviews/parallel-collections/co...