Fig. 7: Disease analysis results of clinical patients exhaled gas.

a Breath sampling process; (b) Ensemble learning network architecture; (c) Exhaled gas test curves of clinical patients; (d) Exhaled gas test curves of healthy volunteers; (e) Exhaled gas test results; (f) LSTM model train accuracy and loss; (g) The confusion matrix of clinical patients and healthy volunteers