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Aliado - A design concept of AI for decision support in oncological liver surgery.

Authors :
Schulze A
Haselbeck-Köbler M
Brandenburg JM
Daum MTJ
März K
Hornburg S
Maurer H
Myers F
Reichert G
Bodenstedt S
Nickel F
Kriegsmann M
Wielpütz MO
Speidel S
Maier-Hein L
Müller-Stich BP
Mehrabi A
Wagner M
Source :
European journal of surgical oncology : the journal of the European Society of Surgical Oncology and the British Association of Surgical Oncology [Eur J Surg Oncol] 2024 Sep 29, pp. 108669. Date of Electronic Publication: 2024 Sep 29.
Publication Year :
2024
Publisher :
Ahead of Print

Abstract

Background: The interest in artificial intelligence (AI) is increasing. Systematic reviews suggest that there are many machine learning algorithms in surgery, however, only a minority of the studies integrate AI applications in clinical workflows. Our objective was to design and evaluate a concept to use different kinds of AI for decision support in oncological liver surgery along the treatment path.<br />Methods: In an exploratory co-creation between design experts, surgeons, and data scientists, pain points along the treatment path were identified. Potential designs for AI-assisted solutions were developed and iteratively refined. Finally, an evaluation of the design concept was performed with n = 20 surgeons to get feedback on the different functionalities and evaluate the usability with the System Usability Scale (SUS). Participating surgeons had a mean of 14.0 ± 5.0 years of experience after graduation.<br />Results: The design concept was named "Aliado". Five different scenarios were identified where AI could support surgeons. Mean score of SUS was 68.2 ( ± 13.6 SD). The highest valued functionalities were "individualized prediction of survival, short-term mortality and morbidity", and "individualized recommendation of surgical strategy".<br />Conclusion: Aliado is a design prototype that shows how AI could be integrated into the clinical workflow. Even without a fleshed out user interface, the SUS already yielded borderline good results. Expert surgeons rated the functionalities favorably, and most of them expressed their willingness to work with a similar application in the future. Thus, Aliado can serve as a surgical vision of how an ideal AI-based assistance could look like.<br />Competing Interests: Declaration of Competing interest The authors have no conflict of interest to disclose.<br /> (Copyright © 2024 The Authors. Published by Elsevier Ltd.. All rights reserved.)

Details

Language :
English
ISSN :
1532-2157
Database :
MEDLINE
Journal :
European journal of surgical oncology : the journal of the European Society of Surgical Oncology and the British Association of Surgical Oncology
Publication Type :
Academic Journal
Accession number :
39362815
Full Text :
https://doi.org/10.1016/j.ejso.2024.108669