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, one-point crossover, two-point crossover, and uniform crossover) are incorporated and controlled by a switch probability. The 2 recently developed FS algorithms, BSO and BSO-CV, are implemented and evaluated on a real-world COVID-19 dataset and 23 disease standard datasets. In line with the experimental results, the improved BSO-CV substantially outperformed the typical BSO when it comes to reliability and operating time in 17 datasets. Moreover, it shrinks