Expertise versus Data: Comparison of Expertise Based Process Models to Process-Mining Models of Surgery Under General Anesthesia

Hugo Boisaubert, Chloé Grivaud, Antoine Bouchet, Corinne Lejus-Bourdeau, Corinne Lejus-Bourdeau, Christine Sinoquet

2025

Abstract

Digital tools accessible for healthcare are often based on models representing a medical process and learned from medical data. Unfortunately, those data are protected by privacy regulation and therefore are quite rare. This rarity leads to process models mainly based on the expertise of caregivers. Those expertise-based model and data-based models are rarely compared to show their common characteristics and differences. When both model can be produced for the same situation multiple questions arise. Should the expertise-based model be invalidated if it is not in full conformity to the data-based model ? Are those models' characteristics the same? In this article, we present a comparison of expertise-based models and data-based models produced for a surgery under general anesthesia with 204 real cases. We conducted a process mining algorithm performance comparison on our specific real data to identify the most promising learning method. Then we compared the produced data-based models to the expertise-based models with some metrics. The comparison results show strong differences between the two types of models, the expertise-based model is very much smaller than the data-based model, but we have noticed that the expert-based model is included in a data-based model. Therefore, the main difference between the two models appears to be on a level of abstraction.

Paper Citation

in Harvard Style

Boisaubert H., Grivaud C., Bouchet A., Lejus-Bourdeau C. and Sinoquet C. (2025). Expertise versus Data: Comparison of Expertise Based Process Models to Process-Mining Models of Surgery Under General Anesthesia. In Proceedings of the 18th International Joint Conference on Biomedical Engineering Systems and Technologies - Volume 2: HEALTHINF; ISBN 978-989-758-731-3, SciTePress, pages 742-749. DOI: 10.5220/0013262300003911

in Bibtex Style

@conference{healthinf25,
author={Hugo Boisaubert and Chloé Grivaud and Antoine Bouchet and Corinne Lejus-Bourdeau and Christine Sinoquet},
title={Expertise versus Data: Comparison of Expertise Based Process Models to Process-Mining Models of Surgery Under General Anesthesia},
booktitle={Proceedings of the 18th International Joint Conference on Biomedical Engineering Systems and Technologies - Volume 2: HEALTHINF},
year={2025},
pages={742-749},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0013262300003911},
isbn={978-989-758-731-3},
}

in EndNote Style

TY - CONF

JO - Proceedings of the 18th International Joint Conference on Biomedical Engineering Systems and Technologies - Volume 2: HEALTHINF
TI - Expertise versus Data: Comparison of Expertise Based Process Models to Process-Mining Models of Surgery Under General Anesthesia
SN - 978-989-758-731-3
AU - Boisaubert H.
AU - Grivaud C.
AU - Bouchet A.
AU - Lejus-Bourdeau C.
AU - Sinoquet C.
PY - 2025
SP - 742
EP - 749
DO - 10.5220/0013262300003911
PB - SciTePress