QIS Protocol vs Personal Health Train: Two Architectures for Distributed Health Intelligence

The core challenge is sharing intelligence on effective treatments among healthcare institutions without exchanging patient records. While Personal Health Train and federated learning are dominant architectures, they fail to provide real-time, large-scale data synthesis, particularly for rare diseases.