Abstract
Clinical guidelines specify sequences of steps (care pathways) to treat patients with single conditions. Increasingly, many patients exhibit “multimorbidity,” several chronic conditions needing concurrent treatment. However, applying multiple guidelines in parallel can lead to conflicts, eg, between prescribed drugs, lifestyle intervention recommendations, or treatment schedules. In computer science, process languages used to design and reason about software development and business process management are similar to clinical pathways. Using formal model transformation, composition and analysis methods, models can be combined and conflicts detected and resolved. We propose BPMN+V, a data-driven formal model for clinical care pathways, as an extension of Business Process Model and Notation. We describe a method for conflict detection using a transformation of BPMN+V to Coloured Petri Nets and a state-space method for detection of conflict in composed models. We present results from a case study, showing that common conflicts are successfully detected, and propose extension to a complete framework for efficiently recommending resolutions to medical conflicts in composed care pathway models.
Original language | Undefined/Unknown |
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Number of pages | 18 |
Journal | Journal of Software: Evolution and Process |
Volume | 30 |
Issue number | 7 |
Early online date | 10 Oct 2017 |
DOIs | |
Publication status | Published - 10 Jul 2018 |
Keywords
- BPMN
- Workflow models
- Coloured Petri nets
- Model transformation
- Clinical guidelines
- Conflict detection
- Care pathways
- Multimorbidity