It's a bit trickier than the title says. By a "false" finding, they mean "a finding fails to yield the same result in at least one other study." But there's nothing wrong with failing a replication. See cancer risk factors research papers: they regularly yield results with opposite signs.
Rather, we should talk about "more research is needed to get a representative sample of studies of a phenomena."