English

Process Modeling and Conformance Checking in Healthcare: A COVID-19 Case Study

Databases 2022-11-24 v3 Artificial Intelligence

Abstract

The discipline of process mining has a solid track record of successful applications to the healthcare domain. Within such research space, we conducted a case study related to the Intensive Care Unit (ICU) ward of the Uniklinik Aachen hospital in Germany. The aim of this work is twofold: developing a normative model representing the clinical guidelines for the treatment of COVID-19 patients, and analyzing the adherence of the observed behavior (recorded in the information system of the hospital) to such guidelines. We show that, through conformance checking techniques, it is possible to analyze the care process for COVID-19 patients, highlighting the main deviations from the clinical guidelines. The results provide physicians with useful indications for improving the process and ensuring service quality and patient satisfaction. We share the resulting model as an open-source BPMN file.

Keywords

Cite

@article{arxiv.2209.10897,
  title  = {Process Modeling and Conformance Checking in Healthcare: A COVID-19 Case Study},
  author = {Elisabetta Benevento and Marco Pegoraro and Mattia Antoniazzi and Harry H. Beyel and Viki Peeva and Paul Balfanz and Wil M. P. van der Aalst and Lukas Martin and Gernot Marx},
  journal= {arXiv preprint arXiv:2209.10897},
  year   = {2022}
}

Comments

12 pages, 2 figures, 3 tables, 15 references

R2 v1 2026-06-28T01:53:07.557Z