Meet Kapilbhai Nayak and Kashish Dharmendra Nihalani trans. 2025. Federated Learning in Healthcare: An Analytical Study on Privacy-Preserving Data Sharing and Clinical Decision Support. International Journal of Scientific Research in Science and Technology. 12, 5 (Sep. 2025), 279–284. DOI:https://doi.org/10.32628/IJSRST25126233.