Fig. 8: Framework overview. | npj Systems Biology and Applications

Fig. 8: Framework overview.

From: Deep learning for detecting and early predicting chronic obstructive pulmonary disease from spirogram time series

Fig. 8

It is divided into four modules. In the first module, we process the varied-length original volume curve and convert it into a smoothed Volume-Flow curve. In the second module, we extract features from the varied-length Volume-Flow curve. In the third module, combined with demographic information, we output the COPD detection results and model explainer. In the fourth module, based on concavity information, we output the risk values for COPD at different future periods.

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