 This film is largely based on Hemingway's real-life experiences in the First World War as a young ambulance-driver in Italy.He was wounded and sent to a military hospital, where he shared a room with Villard (who later wrote the book the movie is based on) and they were nursed by Agnes von Kurowsky.Hemingway and Kurowsky fell strongly in love, but somehow the relationship didn't work out.