Continuous vital sign monitoring devices could be a useful tool for detecting clinical deterioration earlier, allowing clinicians to intervene earlier, especially since subtle changes in vital signs are often present 8 to 24 hours before a life-threatening event such as ICU admission, cardiac arrest, or death. But how effective are they in alarming health providers about the patient's status?