TOKYO—Government officials failed to distribute to thousands of people pills that could have minimized radiation risks from the March nuclear accident, government documents show.

The disclosure is the latest evidence of government neglect of emergency procedures in the chaotic days after the disaster, in which an earthquake and tsunami damaged the Fukushima Daiichi nuclear plant.

The...