 Mechanical ventilation is being used increasingly given our growing population with advanced age and multiple co morbidities and the rising volume of aggressive medical procedures. It is well known to be associated with medical complications and high health care costs. Reducing the duration of unnecessary mechanical ventilation while minimizing the risk of premature removal of needed assistance is the final objective of this project. Approaching this goal will decrease the adverse effects of this treatment and the cost of critical care. 