A model-driven transformation approach for the modelling of processes in clinical practice guidelines
Clinical Practice Guidelines (CPGs) include recommendations aimed at optimising patient care, informed by a review of the available clinical evidence. To achieve their potential benefits, CPG should be readily available at the point of care. This can be done by translating CPG recommendations into o...
Gespeichert in:
Veröffentlicht in: | Artificial intelligence in medicine 2023-03, Vol.137, p.102495-102495, Article 102495 |
---|---|
Hauptverfasser: | , , , |
Format: | Artikel |
Sprache: | eng |
Schlagworte: | |
Online-Zugang: | Volltext |
Tags: |
Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
|
Zusammenfassung: | Clinical Practice Guidelines (CPGs) include recommendations aimed at optimising patient care, informed by a review of the available clinical evidence. To achieve their potential benefits, CPG should be readily available at the point of care. This can be done by translating CPG recommendations into one of the languages for Computer-Interpretable Guidelines (CIGs). This is a difficult task for which the collaboration of clinical and technical staff is crucial. However, in general CIG languages are not accessible to non-technical staff. We propose to support the modelling of CPG processes (and hence the authoring of CIGs) based on a transformation, from a preliminary specification in a more accessible language into an implementation in a CIG language. In this paper, we approach this transformation following the Model-Driven Development (MDD) paradigm, in which models and transformations are key elements for software development. To demonstrate the approach, we implemented and tested an algorithm for the transformation from the BPMN language for business processes to the PROforma CIG language. This implementation uses transformations defined in the ATLAS Transformation Language. Additionally, we conducted a small experiment to assess the hypothesis that a language such as BPMN can facilitate the modelling of CPG processes by clinical and technical staff.
•Modelling processes using computer-interpretable guideline (CIG) languages is complex.•Furthermore, clinicians should be involved in the modelling process.•To achieve this, we propose first to describe clinical processes in the BPMN notation.•Then, a transformation of BPMN models can be applied to obtain the final CIG models.•The Model-Driven Development paradigm can be used to implement such transformation. |
---|---|
ISSN: | 0933-3657 1873-2860 |
DOI: | 10.1016/j.artmed.2023.102495 |