Deep Learning Algorithm For Image Classification Of Waveforms Obtained From Electrically Stimulated Hypoxic Skeletal Muscle Bundles

Acute compartment syndrome is a serious condition that requires urgent surgical treatment. While the current emergency treatment is straightforward - relieve intra-compartmental pressure via fasciotomy - the diagnosis is often a difficult one. A deep neural network is presented here that has been trained to detect whether isolated muscle bundles were exposed to hypoxic conditions and became ischemic.