This rehabilitated pair of bridges gets its name from the fact that the downstream span was used to transport hot metal across the river between the two sections of the giant J&L steel plant. The upstream span (which technically used to be the Monongahela Connecting Railroad Bridge) is now open to automobile traffic; the downstream span is reserved for bicycles.
Although official records spell this “Hot Metal Bridge,” it is always pronounced “Hotmetal Bridge,” with the accent on the first syllable.