Our startup, CliniCloud, is currently looking at applying deep learning on respiratory recordings obtained from auscultation using our digital connected stethos

Our startup, CliniCloud, is currently looking at applying deep learning on respiratory recordings obtained from auscultation using our digital connected stethoscope. We've also partnered with teaching hospitals to try and obtained labelled and "clean" data samples to try and use a semi-supervised approach for the detection of asthma and wheeze severity rating. To be honest, even if we were to stumble across a revolutionary algorithm with 99% sensitivity and specificity, I am sceptical about the dissemination and use of such a product in medicine for at least the next decade.