Editing Stamen Health (section)

== Starting Point: AIDAVA ==

AIDAVA (EU Horizon Europe, Grant 101057062, EUR 7.7M, Sep 2022 — Aug 2026) is the only research project that has built a full end-to-end pipeline for Personal Health Knowledge Graphs:

# Heterogeneous data ingestion (structured + unstructured)
# NLP extraction from clinical narrative in multiple languages (Dutch, German, Estonian)
# PHKG creation using SNOMED CT, HL7 FHIR, LOINC ontologies
# Automated FAIRification
# Patient-facing explainable AI
# Multi-stakeholder reuse (patients + clinicians + researchers)

'''AIDAVA's honest result (March 2025 evaluation):''' 45% of documents curated automatically. 20 minutes per document. Usability good, but explanations suboptimal. G2 delivery end 2025, testing early 2026. Project ends August 2026 with a research prototype, not a commercial product.

Stamen Health's thesis: AIDAVA's research architecture is correct. The gap is commercialization speed and production-grade engineering. A well-funded Norwegian startup with AIDAVA's team connections and the right co-founders can take this architecture, harden it, and sell it to EU private hospitals — starting NOW, ahead of the EHDS compliance wave.