What is Anointing of the Sick? Why do Catholics think it is important?

Resources: 

Exodus 15:26, Mark 10:46-52, Luke 13:10-17, James 5:14-15

Catechism of the Catholic Church paragraph 1504, 1527

Summa Theologiae, St Thomas Aquinas, Supplement, Question 29, Article 1