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Using a Multi-Level Process Comparison for Process Change Analysis in Cancer Pathways †
The area of process change over time is a particular concern in healthcare, where patterns of care emerge and evolve in response to individual patient needs. We propose a structured approach to analyse process change over time that is suitable for the complex domain of healthcare. Our approach appli...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7579033/ https://www.ncbi.nlm.nih.gov/pubmed/33019777 http://dx.doi.org/10.3390/ijerph17197210 |
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author | Kurniati, Angelina Prima McInerney, Ciarán Zucker, Kieran Hall, Geoff Hogg, David Johnson, Owen |
author_facet | Kurniati, Angelina Prima McInerney, Ciarán Zucker, Kieran Hall, Geoff Hogg, David Johnson, Owen |
author_sort | Kurniati, Angelina Prima |
collection | PubMed |
description | The area of process change over time is a particular concern in healthcare, where patterns of care emerge and evolve in response to individual patient needs. We propose a structured approach to analyse process change over time that is suitable for the complex domain of healthcare. Our approach applies a qualitative process comparison at three levels of abstraction: a holistic perspective (process model), a middle-level perspective (trace), and a fine-grained detail (activity). Our aim was to detect change points, localise and characterise the change, and unravel/understand the process evolution. We illustrate the approach using a case study of cancer pathways in Leeds where we found evidence of change points identified at multiple levels. In this paper, we extend our study by analysing the miners used in process discovery and providing a deeper analysis of the activity of investigation in trace and activity levels. In the experiment, we show that this qualitative approach provides a useful understanding of process change over time. Examining change at three levels provides confirmatory evidence of process change where perspectives agree, while contradictory evidence can lead to focused discussions with domain experts. This approach should be of interest to others dealing with processes that undergo complex change over time. |
format | Online Article Text |
id | pubmed-7579033 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-75790332020-10-29 Using a Multi-Level Process Comparison for Process Change Analysis in Cancer Pathways † Kurniati, Angelina Prima McInerney, Ciarán Zucker, Kieran Hall, Geoff Hogg, David Johnson, Owen Int J Environ Res Public Health Article The area of process change over time is a particular concern in healthcare, where patterns of care emerge and evolve in response to individual patient needs. We propose a structured approach to analyse process change over time that is suitable for the complex domain of healthcare. Our approach applies a qualitative process comparison at three levels of abstraction: a holistic perspective (process model), a middle-level perspective (trace), and a fine-grained detail (activity). Our aim was to detect change points, localise and characterise the change, and unravel/understand the process evolution. We illustrate the approach using a case study of cancer pathways in Leeds where we found evidence of change points identified at multiple levels. In this paper, we extend our study by analysing the miners used in process discovery and providing a deeper analysis of the activity of investigation in trace and activity levels. In the experiment, we show that this qualitative approach provides a useful understanding of process change over time. Examining change at three levels provides confirmatory evidence of process change where perspectives agree, while contradictory evidence can lead to focused discussions with domain experts. This approach should be of interest to others dealing with processes that undergo complex change over time. MDPI 2020-10-01 2020-10 /pmc/articles/PMC7579033/ /pubmed/33019777 http://dx.doi.org/10.3390/ijerph17197210 Text en © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Kurniati, Angelina Prima McInerney, Ciarán Zucker, Kieran Hall, Geoff Hogg, David Johnson, Owen Using a Multi-Level Process Comparison for Process Change Analysis in Cancer Pathways † |
title | Using a Multi-Level Process Comparison for Process Change Analysis in Cancer Pathways † |
title_full | Using a Multi-Level Process Comparison for Process Change Analysis in Cancer Pathways † |
title_fullStr | Using a Multi-Level Process Comparison for Process Change Analysis in Cancer Pathways † |
title_full_unstemmed | Using a Multi-Level Process Comparison for Process Change Analysis in Cancer Pathways † |
title_short | Using a Multi-Level Process Comparison for Process Change Analysis in Cancer Pathways † |
title_sort | using a multi-level process comparison for process change analysis in cancer pathways † |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7579033/ https://www.ncbi.nlm.nih.gov/pubmed/33019777 http://dx.doi.org/10.3390/ijerph17197210 |
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