Background: Hospital reimbursement for medical necessity is based on the level of care a patient is receiving. In the electronic medical record (EMR), the level of care, inpatient or observation, is determined by a practitioner order or physician certification. The timeliness of this order is of utmost importance, as medical necessity is a dynamic status. [...]