Challenges for AI in Healthcare Systems

Markus Bertl; Yngve Lamo; Martin Leucker; Tiziana Margaria; Esfandiar Mohammadi; Suresh Kumar Mukhiya; Ludwig Pechmann; Gunnar Piho; Fazle Rabbi

doi:10.1007/978-3-031-73741-1_11

Challenges for AI in Healthcare Systems

Markus Bertl, Yngve Lamo, Martin Leucker^*, Tiziana Margaria, Esfandiar Mohammadi, Suresh Kumar Mukhiya, Ludwig Pechmann, Gunnar Piho, Fazle Rabbi

^*Korrespondierende*r Autor*in für diese Arbeit

Publikation: Beitrag in Buch/Konferenzband › Beitrag in Konferenzband

Abstract

This paper overviews the challenges of using artificial intelligence (AI) methods when building healthcare systems, as discussed at the AIsola Conference in 2023. It focuses on the topics (i) medical data, (ii) decision support, (iii) software engineering for AI-based health systems, (iv) regulatory affairs as well as (v) privacy-preserving machine learning and highlights the importance and challenges involved when utilizing AI in healthcare systems.

Originalsprache	Englisch
Titel des Sammelwerks	Bridging the Gap Between AI and Reality - 1st International Conference, AISoLA 2023, Selected Papers
Untertitel des Sammelwerks	Greece, October 23–28, 2023
Herausgeber*innen	Bernhard Steffen
Erscheinungsort	Cham
Verlag	Springer
Seiten	165-186
Seitenumfang	22
ISBN (elektronisch)	9783031737411
ISBN (Print)	9783031737404
DOIs	https://doi.org/10.1007/978-3-031-73741-1_11
Publikationsstatus	Veröffentlicht - 2025
Extern publiziert	Ja
Veranstaltung	1st International Symposium on Leveraging Applications of Formal Methods, AISoLA 2023 - Crete, Griechenland Dauer: 23 Okt. 2023 → 28 Okt. 2023

Publikationsreihe

Reihe	Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Band	14129
ISSN	0302-9743

Konferenz

Konferenz	1st International Symposium on Leveraging Applications of Formal Methods, AISoLA 2023
Land/Gebiet	Griechenland
Ort	Crete
Zeitraum	23/10/23 → 28/10/23

Bibliographische Notiz

Publisher Copyright:
© The Author(s) 2025.

Zugriff auf Dokument

10.1007/978-3-031-73741-1_11Lizenz: CC BY

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Andere Dateien und Links

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Zitat

Bertl, M., Lamo, Y., Leucker, M., Margaria, T., Mohammadi, E., Mukhiya, S. K., Pechmann, L., Piho, G., & Rabbi, F. (2025). Challenges for AI in Healthcare Systems. in B. Steffen (Hrsg.), Bridging the Gap Between AI and Reality - 1st International Conference, AISoLA 2023, Selected Papers: Greece, October 23–28, 2023 (S. 165-186). Springer. https://doi.org/10.1007/978-3-031-73741-1_11

Bertl, Markus ; Lamo, Yngve ; Leucker, Martin et al. / Challenges for AI in Healthcare Systems. Bridging the Gap Between AI and Reality - 1st International Conference, AISoLA 2023, Selected Papers: Greece, October 23–28, 2023. Hrsg. / Bernhard Steffen. Cham : Springer, 2025. S. 165-186 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Band 14129).

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abstract = "This paper overviews the challenges of using artificial intelligence (AI) methods when building healthcare systems, as discussed at the AIsola Conference in 2023. It focuses on the topics (i) medical data, (ii) decision support, (iii) software engineering for AI-based health systems, (iv) regulatory affairs as well as (v) privacy-preserving machine learning and highlights the importance and challenges involved when utilizing AI in healthcare systems.",

keywords = "artificial intelligence, healthcare, medical systems",

author = "Markus Bertl and Yngve Lamo and Martin Leucker and Tiziana Margaria and Esfandiar Mohammadi and Mukhiya, {Suresh Kumar} and Ludwig Pechmann and Gunnar Piho and Fazle Rabbi",

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doi = "10.1007/978-3-031-73741-1_11",

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Bertl, M, Lamo, Y, Leucker, M, Margaria, T, Mohammadi, E, Mukhiya, SK, Pechmann, L, Piho, G & Rabbi, F 2025, Challenges for AI in Healthcare Systems. in B Steffen (Hrsg.), Bridging the Gap Between AI and Reality - 1st International Conference, AISoLA 2023, Selected Papers: Greece, October 23–28, 2023. Springer, Cham, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Bd. 14129, S. 165-186, 1st International Symposium on Leveraging Applications of Formal Methods, AISoLA 2023, Crete, Griechenland, 23/10/23. https://doi.org/10.1007/978-3-031-73741-1_11

Challenges for AI in Healthcare Systems. / Bertl, Markus; Lamo, Yngve; Leucker, Martin et al.
Bridging the Gap Between AI and Reality - 1st International Conference, AISoLA 2023, Selected Papers: Greece, October 23–28, 2023. Hrsg. / Bernhard Steffen. Cham: Springer, 2025. S. 165-186 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Band 14129).

Publikation: Beitrag in Buch/Konferenzband › Beitrag in Konferenzband

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T1 - Challenges for AI in Healthcare Systems

AU - Bertl, Markus

AU - Lamo, Yngve

AU - Leucker, Martin

AU - Margaria, Tiziana

AU - Mohammadi, Esfandiar

AU - Mukhiya, Suresh Kumar

AU - Pechmann, Ludwig

AU - Piho, Gunnar

AU - Rabbi, Fazle

PY - 2025

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AB - This paper overviews the challenges of using artificial intelligence (AI) methods when building healthcare systems, as discussed at the AIsola Conference in 2023. It focuses on the topics (i) medical data, (ii) decision support, (iii) software engineering for AI-based health systems, (iv) regulatory affairs as well as (v) privacy-preserving machine learning and highlights the importance and challenges involved when utilizing AI in healthcare systems.

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KW - healthcare

KW - medical systems

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BT - Bridging the Gap Between AI and Reality - 1st International Conference, AISoLA 2023, Selected Papers

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Bertl M, Lamo Y, Leucker M, Margaria T, Mohammadi E, Mukhiya SK et al. Challenges for AI in Healthcare Systems. in Steffen B, Hrsg., Bridging the Gap Between AI and Reality - 1st International Conference, AISoLA 2023, Selected Papers: Greece, October 23–28, 2023. Cham: Springer. 2025. S. 165-186. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Band 14129). doi: 10.1007/978-3-031-73741-1_11