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Master's thesis in the field of Medical Imaging and Digital Health

Fraunhofer-Gesellschaft · Bremen, DE

The Fraunhofer Institute for Digital Medicine MEVIS is a world-leading and internationally connected research center for computer assistance in medicine.

Job description

The Fraunhofer Institute for Digital Medicine MEVIS is a world-leading and internationally connected research center for computer assistance in medicine. With about 140 employees, our mission is to conduct patient-centric research and development to improve clinical processes for the benefit of our clinical partners and, in the end, patients.: Be part of change Modern AI systems in medicine increasingly rely on decentralized training paradigms such as federated or swarm learning. These promise privacy-preserving collaboration across hospitals but challenge current notions of transparency, auditability, and certification. While Model Cards and Data Cards are emerging as best practices, they are insufficient for complex, distributed AI services that evolve over time across multiple sites. Regulators, notified bodies and clinicians need new forms of monitoring and documentation that make such systems inspectable, trustworthy, and regulatory-ready. This thesis explores the concept of Federated AI Service Cards: How can we document, certify, and communicate decentralized medical AI systems in a way that satisfies regulatory requirements and builds trust among clinicians? What you contri...