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From Research to Certification with Data-Driven Medical Decision Support Systems (Dagstuhl Seminar 25052)

Authors: Raul Santos-Rodriguez, Kacper Sokol, Julia E. Vogt, and Sven Wellmann

Published in: Dagstuhl Reports, Volume 15, Issue 1 (2025)

Abstract

This report outlines the programme and outcomes of Dagstuhl Seminar 25052 "From Research to Certification with Data-Driven Medical Decision Support Systems". Our seminar addressed the complex challenges of transferring artificial intelligence systems from research labs into real-world clinical practice. Bringing together clinicians, researchers and industry stakeholders, it explored the potential and pitfalls of deploying data-driven models in healthcare, highlighting the need for rigorous evaluation, human-centred design and responsible innovation. Key discussions included regulatory hurdles, reproducibility issues, interpretability and human-machine collaboration. Group sessions focused on evaluation frameworks and human factors in medical artificial intelligence system design. The seminar laid the foundation for a collaborative research agenda aimed at safe, effective and ethical integration of data-driven predictive models into real-life clinical workflows.

Cite as

Raul Santos-Rodriguez, Kacper Sokol, Julia E. Vogt, and Sven Wellmann. From Research to Certification with Data-Driven Medical Decision Support Systems (Dagstuhl Seminar 25052). In Dagstuhl Reports, Volume 15, Issue 1, pp. 201-220, Schloss Dagstuhl – Leibniz-Zentrum für Informatik (2025)

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@Article{santosrodriguez_et_al:DagRep.15.1.201,
  author =	{Santos-Rodriguez, Raul and Sokol, Kacper and Vogt, Julia E. and Wellmann, Sven},
  title =	{{From Research to Certification with Data-Driven Medical Decision Support Systems (Dagstuhl Seminar 25052)}},
  pages =	{201--220},
  journal =	{Dagstuhl Reports},
  ISSN =	{2192-5283},
  year =	{2025},
  volume =	{15},
  number =	{1},
  editor =	{Santos-Rodriguez, Raul and Sokol, Kacper and Vogt, Julia E. and Wellmann, Sven},
  publisher =	{Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik},
  address =	{Dagstuhl, Germany},
  URL =		{https://drops.dagstuhl.de/entities/document/10.4230/DagRep.15.1.201},
  URN =		{urn:nbn:de:0030-drops-236715},
  doi =		{10.4230/DagRep.15.1.201},
  annote =	{Keywords: artificial intelligence, clinical practice, decision support systems, digital healthcare, machine learning}
}

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Documents authored by Santos-Rodriguez, Raul

From Research to Certification with Data-Driven Medical Decision Support Systems (Dagstuhl Seminar 25052)

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