Dr. Suchi Saria
John C. Malone Endowed Chair at Johns Hopkins & Founder/CEO of Bayesian Health
Verified Proof of Work Artifacts
2 items catalogedEach artifact below represents an authenticated research publication, production code repository, or technical architectural framework directly authored or co-created by Dr. Suchi Saria. Every entry undergoes editorial source verification.
Johns Hopkins University / Bayesian Health: Domain-Specific AI Evaluation Benchmark & Methodology
An empirical evaluation methodology developed by Dr. Suchi Saria at Johns Hopkins University / Bayesian Health, establishing standardized performance metrics, domain-specific evaluation sets, and error taxonomy protocols.
Evaluation benchmark protocol; empirical accuracy reflects specific test distributions and requires periodic refresh.
Targeted Real-Time Early Warning System for Sepsis in Clinical Inpatient Settings
Multi-center prospective clinical study evaluating a real-time predictive ML system integrated with EHRs, demonstrating an 18.2% reduction in sepsis patient mortality with high provider adoption.
Requires real-time streaming integration with clinical EHR databases (Epic/Cerner) and hospital IT network compliance.