The system saves patient's parameters and then flags the patients, as those to have changes in their vital signs and motion, or those that do not have noteworthy changes during recent hours of monitoring. Flagging of the patients are based on changes detected in patients' baseline vital signs (heart and respiratory rates and patterns) and well as recognition of changes in patients motion and in and out of bed status in comparison to set thresholds.