Per the title, Florence Nightingale, who came to be known as "The Lady with the Lamp", was a pioneering nurse, writer, and noted medical statistician. She tended wounded soldiers in the Crimean War and became an advocate for care of the wounded soldier.
A map of the hospital nurses station was included in the script to help everyone navigate through the chase scene.
CBS originally broadcast this episode in black and white.