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. 2021 Mar 1;11:4250. doi: 10.1038/s41598-021-83503-7

Figure 1.

Figure 1

Overview of our main framework for building deep learning models. The top figure illustrates doctors’ diagnostic process. The bottom figure illustrates the building of deep learning models based on the analyzed characteristics of the doctors’ diagnostic process using three techniques: hierarchical classification, hierarchy transfer learning, and a stacking ensemble method.