Compositions, kits, and devices that include calibration and/or quality control reagent(s) for monitoring the performance of blood gas, electrolyte, and/or metabolite instrumentation are disclosed. Different oxygen levels in the calibration and/or quality control reagent(s) can be generated using an oxygen scavenger. Methods of accurately measuring the oxygen levels so generated using a by-product of the oxygen scavenger are also disclosed.