What's the difference between septicemia, and sepsis?

Basically same. Sepsis is a term which means the body's reaction to an infection. There are specific criteria - like fever, high white cells, breathing fast, and a fast heart rate - that, when combined with infection, mean sepsis. Septicemia is an older term for the same thing.