The Bland-Altman plot (Figure four) of their paper shows that many of the oxygen saturation measurements from their Emergency Department sufferers have been between 95{e5210e2b2646e08f17e89a274273c413a1386b903ccae2616793a547f8de7c06} and one hundred{e5210e2b2646e08f17e89a274273c413a1386b903ccae2616793a547f8de7c06}. For the few sufferers whose oxygen saturation measurements had been between eighty five{e5210e2b2646e08f17e89a274273c413a1386b903ccae2616793a547f8de7c06} and 93{e5210e2b2646e08f17e89a274273c413a1386b903ccae2616793a547f8de7c06}, the distinction between the smartphone estimate and the ABG device various between -5.5{e5210e2b2646e08f17e89a274273c413a1386b903ccae2616793a547f8de7c06} and +2.5{e5210e2b2646e08f17e89a274273c413a1386b903ccae2616793a547f8de7c06}. In other phrases, the readings turn out to be much less correct as the patient becomes more hypoxic. This is repeated 38 occasions, with a different test subject in each case (leave-one-out methodology).
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The check dataset when coaching a neural community should have a minimum of 20{e5210e2b2646e08f17e89a274273c413a1386b903ccae2616793a547f8de7c06} of the subjects, ideally forty{e5210e2b2646e08f17e89a274273c413a1386b903ccae2616793a547f8de7c06} or 50{e5210e2b2646e08f17e89a274273c413a1386b903ccae2616793a547f8de7c06}. Only then can one believe that the neural network will give correct results on new topics past those included in the original …
