During the human–machine challenge, our labelling staff manually labelled the Ki-67 positive and negative tumor cells in the IDC area of the WSI, with an average of more than 200,000 cells per person and over 80 h of intensive work, thereby providing the most accurate Ki-67 index score to date (Fig. 5a-c, Table 3). Here, MKI67 is linked to neoplasm.