Monitoring solution for at-risk patients in low-acuity hospital settings, such general ward helps caregivers detect early signs of patient deterioration and fosters early intervention. Connected medical-grade biosensor automatically and continuously measures clinically relevant vital signs and transmits collected data to clinical decision support application. Software can be configured to notify appropriate caregiver or clinician when preset limits are exceeded.