Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Discovering care pathways for multi-morbid patients using event graphs   Patients suffering from multiple diseases (multi-morbid patients) often have
complex clinical pathways. They are diagnosed and treated by different
specialties and undergo other clinical actions related to various diagnoses.
Coordination of care for these patients is often challenging, and it would be
of great benefit to get better insight into how the clinical pathways develop
in reality. Discovering these pathways using traditional process mining
techniques and standard event logs may be difficult because the patient is
involved in several highly independent clinical processes. Our objective is to
explore the potential of analyzing these pathways using an event log
representation reflecting the independent clinical processes. Our main research
question is: How can we identify valuable insights by using a multi-entity
event data representation for clinical pathways of multi-morbid patients? Our
method was built on the idea to represent multiple entities in event logs as
event graphs. The MIMIC-III data-set was used to evaluate the feasibility of
this approach. Several clinical entities were identified and then mapped into
an event graph. Finally, multi-entity directly follows graphs were discovered
by querying the event graph visualizing them. Our result shows that paths
involving multiple entities include traditional process mining concepts not for
one clinical process but all involved processes. In addition, the relationship
between activities of different clinical processes, which was not recognizable
in traditional models, is visible in the event graph representation.

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The categories of this paper are: q-bio
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The categories of this paper are: funct-an
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The categories of this paper are: quant-ph
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The categories of this paper are: econ
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The categories of this paper are: hep-ph
2
The categories of this paper are: math
26
The categories of this paper are: bayes-an
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The categories of this paper are: dg-ga
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The categories of this paper are: hep-lat
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The categories of this paper are: mtrl-th
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The categories of this paper are: math-ph
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The categories of this paper are: plasm-ph
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The categories of this paper are: hep-th
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The categories of this paper are: physics
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The categories of this paper are: supr-con
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The categories of this paper are: cmp-lg