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Further investigation shows that this model also allows for signals to be classified earlier without increasing the error rate. We have presented a simple algorithm that records the confidence of an underlying neural network, thus allowing for MER data collection to be terminated early when sufficient confidence is reached. This has the potential to improve the efficiency of DBS electrode implantation by reducing the time required to identify anatomical structures using MERs. We have presented a simple algorithm that records the confiden