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. 2025 Apr 24;15:14254. doi: 10.1038/s41598-025-98623-7

Table 5.

SSL Performance with foundational pretraining for SEED21and SEED-IV22.

#Samples SGMC SS-EMERGE.FT SS-EMERGE.TS SS-EMERGE
T FT(Proposed) TS(Proposed) FTS(Proposed)
SEED Dataset21
10% 73.29% 73.82% 73.51% 74.11%
50% 83.71% 84.02% 83.84% 84.42%
100% 83.04% 85.56% 85.12% 88.87%
SEED-IV Dataset22
10% 58.33% 56.81% 55.53% 57.92%
50% 66.44% 62.32% 61.02% 63.54%
100% 77.64% 76.31% 75.08% 82.75%