Abstract for: Improving Performance in Detection Systems: Exploring a Parallel-judgment Structure

In this paper, we describe a model of two judges acting in parallel. We expand work related to the identification of threats by analyzing the effectiveness of including a second judge in the process and identifying its effects on performance and error rates. In addition, we explore the implications for learning under uncertainty.