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The apparent increase in accuracy on the testing set, while no change was made to either the algorithm or parameters, emphasizes the need to test models using sets dissimilar to the training set to truly evaluate the accuracy of these models rather than evaluating what the models have memorized (not learned)

This product is intended solely for legitimate laboratory and research purposes by qualified professionals

But these cold packs maintain temperature for a limited time, usually 24 to 48 hours depending on ambient conditions

We have also reported the capability of this system to extract gated pulsatile cerebral blood flow together with the optical parameters of the measured tissue

Cycle length: Typically 4 to 8 weeks depending on indication and clinical response