Current studentsExisting staffContact us
 

Challenges in discovering patient journey processes

Simple item page
dc.contributor.authorHoang, T.
dc.contributor.authorGrossmann, G.
dc.contributor.authorStanek, J.
dc.contributor.authorStumptner, M.
dc.contributor.conferenceAustralasian Computer Science Week, ACSW 2022 (14 Feb 2022 - 17 Feb 2022 : Virtual, online)
dc.date.issued2022
dc.description.abstractResearch in the area of process analytics has become useful in providing new insights into patient care and support decision making. In order to reach the full potential of process analytics, we must look into further details and address challenges when applying it to real world scenarios which are often represented by complex systems. One area that has not been explored thoroughly is the ability to identify how processes relate to each other in a network of processes. Different often overlapping information about someone or something will always be kept in different domains. There is rarely a chance for these pieces of information to all link together and access them directly. Having access to the relation between processes and seeing an overall picture of network of process helps to better understanding a complex system and further analyse it to make better and informed decisions. However, attempts to link these processes into a network has led to challenges which have not been resolved yet. The contribution is a detailed use case that highlights existing challenges in discovering patient journey processes and two experimentation with preliminary results on addressing some of the identified challenges. The first experiment investigated compliance checking of clinical processes against guidelines and the second investigated the matching of event labels with an existing processable collection of health terms. The results of both experiments showed that further research and tool development is required to increase the automation for compliance checking and improve the accuracy of event and term matching
dc.identifier.citationACM International Conference Proceeding Series, 2022, pp.216-223
dc.identifier.doi10.1145/3511616.3513118
dc.identifier.isbn9781450396066
dc.identifier.urihttps://hdl.handle.net/11541.2/31428
dc.language.isoen
dc.publisherAssociation for Computing Machinery
dc.publisher.placeUS
dc.rightsCopyright 2022 ACM
dc.source.urihttps://doi.org/10.1145/3511616.3513118
dc.subjectcomplex systems
dc.subjecthierarchical processes
dc.subjectprocess mining
dc.subjectterminology matching
dc.titleChallenges in discovering patient journey processes
dc.typeConference paper
pubs.publication-statusPublished
ror.mmsid9916630028501831

Files

Collections