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=== Challenges === * '''Clinical safety is the binding constraint:''' Not integration cost. Not technology readiness. A prospective clinical study showing the summarisation doesn't increase diagnostic misses is a prerequisite for GP trust and regulatory clearance. * '''MDR / AI Act compliance:''' Any tool that highlights "relevant" history for the current complaint makes a clinical relevance judgment β clinical decision support under EU MDR β likely 12-18 months and significant capital for CE marking. Klinik has been navigating this for a decade; Stamen starts from scratch. * '''Epic competition:''' In Helseplattformen regions, Epic's own GPT-4 summarisation comes bundled. Stamen needs to be demonstrably better, not just different. * '''Integration:''' Connecting to CGM Allmenn, Infodoc Plenario, Pridok is technically complex. Each has different APIs, data models, authentication. 6-12 months per EHR. * '''Automation bias:''' If GPs start relying on summaries without verifying, the tool becomes a liability. Product design must include verification nudges.
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