The Real Bottleneck in Healthcare AI
The constraint holding back healthcare AI is not the algorithm. It is that most clinical data was never structured, governed, or prepared for model training.
The constraint holding back healthcare AI is not the algorithm. It is that most clinical data was never structured, governed, or prepared for model training.
Fragmented clinical data is an overlooked risk in modern cardiac care. When device records scatter across hospitals, clinicians make decisions with incomplete information.
AI in healthcare will not be limited by algorithms. It will be limited by ground truth data. And very few countries have the infrastructure required to generate it.
Pulse+IT, Australia's leading health technology publication, examines how Ireland's Living Registry model offers a blueprint for connected cardiac care as Australia prepares for new TGA device identification regulations.
HRI has joined Ulster University's €9.1m PEACEPLUS Health Frontiers Technology Innovation Centre as an industry partner within the Connected Health & Wellbeing Cluster.
Static registries were built for a different era. Modern cardiac care demands living infrastructure that updates continuously and supports decisions at the point of care.
HRI has joined the EU-funded CARAMEL Project, contributing its 17-year longitudinal cardiac device dataset to a Horizon Europe initiative focused on cardiovascular health in women.