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Adjective: shivery  shi-vu-ree
  1. Cold enough to cause shivers
    "felt all shivery"; "shivery weather"
     
  2. Provoking fear or terror
    "a shivery movie";
    - chilling, scary, shuddery, spine-chilling

See also: alarming, cold