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Douglas Harper's Etymology Dictionary
spine-chiller

"mystery film," 1940, from spine + agent noun from chill (v.). Spine-tingler in same sense is from 1942.

Wiktionary
spine-chiller

n. A work of fiction that induce fear or nervousness.