Toxic industrial legacies — and their hazards — extend far beyond high-profile parcels. Measures to remediate them need to treat a broader urban landscape, too.

Manufactured gas plants disappeared from cityscapes long ago. In most cases, so did awareness of their toxic traces. Can neural networks now detect the hazardous remains that elude regulators?