De Figueiredo, Renan Pereira, Ferreira Filho, Joao Bosco, Sousa, Flavio R. C., Weber, Philip and Litchfield, Ian (2020). Automated Verification of Care Pathways Using Constraint Programming. IEEE Journal of Biomedical and Health Informatics, 24 (9), pp. 2718-2725.
Abstract
Bad construction of modeled care pathways can lead to satisfiability problems during the pathway execution. These problems can ultimately result in medical errors and need to be checked as formally as possible. Therefore, this study proposes a set of algorithms using a free open-source library dedicated to constraint programming allied with a DSL to encode and verify care pathways, checking four possible problems: states in deadlock, non-determinism, inaccessible steps and transitions with logically equivalent guard conditions. We then test our algorithms in 84 real care pathways used both in hospitals and surgeries. Using our algorithms, we were able to find 200 problems taking less than 1 second to complete the verification on most pathways.
| Publication DOI: | https://doi.org/10.1109/JBHI.2020.2977032 |
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| Divisions: | College of Engineering & Physical Sciences College of Business and Social Sciences > Aston Institute for Forensic Linguistics Aston University (General) |
| Additional Information: | © 2020 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works. |
| Uncontrolled Keywords: | Clinical pathway,DSL,constraint programming,data-dependent transition system,satisfiability problems,Biotechnology,Computer Science Applications,Electrical and Electronic Engineering,Health Information Management |
| Publication ISSN: | 2168-2194 |
| Last Modified: | 01 Nov 2024 08:13 |
| Date Deposited: | 12 Mar 2020 13:03 |
| Full Text Link: | |
| Related URLs: |
https://ieeexpl ... cument/9017991/
(Publisher URL) http://www.scop ... tnerID=8YFLogxK (Scopus URL) |
PURE Output Type: | Article |
| Published Date: | 2020-09-01 |
| Published Online Date: | 2020-02-28 |
| Accepted Date: | 2020-02-01 |
| Authors: |
De Figueiredo, Renan Pereira
Ferreira Filho, Joao Bosco Sousa, Flavio R. C. Weber, Philip ( 
0000-0002-3121-9625)
Litchfield, Ian |
CORE (COnnecting REpositories)
CORE (COnnecting REpositories)