A Process Mining Driven Framework for Clinical Guideline Improvement in Critical Care

  title={A Process Mining Driven Framework for Clinical Guideline Improvement in Critical Care},
  author={Carolyn McGregor and Christina Catley and Andrew James},
This paper presents a framework for process mining in critical care. The framework uses the CRISP-DM model, extended to incorporate temporal and multidimensional aspects (CRISP-TDM), combined with the Patient Journey Modeling Architecture (PaJMa), to provide a structured approach to knowledge discovery of new condition onset pathophysiologies in physiological data streams. The approach is based on temporal abstraction and mining of physiological data streams to develop process flow mappings… CONTINUE READING
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Publications referenced by this paper.
Showing 1-10 of 30 references

a Case Study for the Detection of Apnoea of Prematurity

C. Catley, C. McGregor, +3 authors J. M. A Framework for MultiDimensional Real-Time Data Analysis
J. Comput. Mod. Alg. Med. • 2011
View 8 Excerpts
Highly Influenced

Variability analysis with analytics applied to physiological data streams from the neonatal intensive care unit

2012 25th IEEE International Symposium on Computer-Based Medical Systems (CBMS) • 2012
View 2 Excerpts

System, Method and Computer Program for Multi-Dimensional Temporal Data Mining

C. McGregor
View 1 Excerpt

Trends and Challenges

C. MacDougall, C. McGregor, Percival, J. The Fusion of Clinical Guidelines with Technology
eJHI. 5, 2 • 2010
View 1 Excerpt

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