The invention in at least one embodiment includes a method for determining the core body temperature of a person by setting an initial core body temperature with a processor receiving a heart rate of the person with the processor calculating a predicted core body temperature with the processor using an extended Kalman filter based on the heart rate and the initial core body temperature and providing the predicted core body temperature. In another embodiment, a system for performing the method.