Table 3 Data diversity in terms of patient and data size

From: Advancing breast, lung and prostate cancer research with federated learning. A systematic review

Patient size

Data size

Publications

1–100

5000–10,000

19,33

NM

17

100–1500

1–1000

15

1000–5000

22

5000–10,000

31

10,000–100,000

30

100,000–1,000,000

20

NM

14,18,26,29

1500–5000

NM

32,37

5000–10,000

10,000-100,000

23

>10,000

NM

16,27

>100,000

100,000–1,000,000

35

NM

1-1000

36

1000-5000

34

5000-10,000

24

10,000-100,000

21,25,28,38

Data type

Private

Public

 

14,15,16,17,18,21,25,32,35,37

17,18,19,20,21,22,23,24,25,28,30,31,32,33,34,35,36,38

  1. Patient size corresponds to the number of individual patients included in the analysis and data size to the number of images or samples analysed. Studies using private and/or public data are also presented at the bottom of the table.
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