Abstract Background Multi-center studies can generate robust and generalizable evidence. but privacy considerations and legal restrictions often make it challenging or impossible to pool individual-level data across data-contributing sites. With binary outcomes. privacy-protecting distributed algorithms to conduct logistic regression analyses have been developed. https://www.itsmajorlook.com/