The client in the hospital
OffPrem is a part of a larger project called Premise. This project will bring open and private research into the healthcare industry. Starting with research on COVID-19. Open refers to publically available research processes and results; private refers to mathematically guaranteed privacy for individual patients and hospitals.
OffPrem is a cloud-based deployment that manages the research across healthcare providers. It controls the parameters of experiments being run on distributed workers at individual providers. OnPrem is the on-premise deployment of a worker at an individual provider. So, there is one OffPrem deployment in the cloud, and as many OnPrem deployments as there are participating providers.
First, do no harm.
- Only run queries on de-identified data
- Follow principles of differential privacy in your code
- Research must be secure to be private
Second, share knowledge.
- Do not be transparent if it threatens patient privacy
- Add documentation to your code that explains your intention and expected use
Third, find truth.
- Do not go for higher accuracy if it threatens patient privacy or research transparency
- Build your code from state-of-the-art knowledge
We designed an architecture with two main components: OnPrem to be hosted on a dedicated hardware box within each hospital, and OffPrem to be hosted on the cloud to manage research.
We use diagrams.net to create up-to-date versions of the system architecture. View it here. Only contributors added to the Medley Health organization are able to edit the document.