Literature DB >> 25417080

Using process mining for automatic support of clinical pathways design.

Carlos Fernandez-Llatas1, Bernardo Valdivieso, Vicente Traver, Jose Miguel Benedi.   

Abstract

The creation of tools supporting the automatization of the standardization and continuous control of healthcare processes can become a significant helping tool for clinical experts and healthcare systems willing to reduce variability in clinical practice. The reduction in the complexity of design and deployment of standard Clinical Pathways can enhance the possibilities for effective usage of computer assisted guidance systems for professionals and assure the quality of the provided care. Several technologies have been used in the past for trying to support these activities but they have not been able to generate the disruptive change required to foster the general adoption of standardization in this domain due to the high volume of work, resources, and knowledge required to adequately create practical protocols that can be used in practice. This chapter proposes the use of the PALIA algorithm, based in Activity-Based process mining techniques, as a new technology to infer the actual processes from the real execution logs to be used in the design and quality control of healthcare processes.

Mesh:

Year:  2015        PMID: 25417080     DOI: 10.1007/978-1-4939-1985-7_5

Source DB:  PubMed          Journal:  Methods Mol Biol        ISSN: 1064-3745


  4 in total

1.  Can process mining automatically describe care pathways of patients with long-term conditions in UK primary care? A study protocol.

Authors:  Ian Litchfield; Ciaron Hoye; David Shukla; Ruth Backman; Alice Turner; Mark Lee; Phil Weber
Journal:  BMJ Open       Date:  2018-12-04       Impact factor: 2.692

2.  A dataset to facilitate automated workflow analysis.

Authors:  Tony Allard; Paul Alvino; Leslie Shing; Allan Wollaber; Joseph Yuen
Journal:  PLoS One       Date:  2019-02-07       Impact factor: 3.240

3.  Multidisciplinary Collaboration in the Treatment of Patients With Type 2 Diabetes in Primary Care: Analysis Using Process Mining.

Authors:  Tania Conca; Cecilia Saint-Pierre; Valeria Herskovic; Marcos Sepúlveda; Daniel Capurro; Florencia Prieto; Carlos Fernandez-Llatas
Journal:  J Med Internet Res       Date:  2018-04-10       Impact factor: 5.428

4.  What Role Can Process Mining Play in Recurrent Clinical Guidelines Issues? A Position Paper.

Authors:  Roberto Gatta; Mauro Vallati; Carlos Fernandez-Llatas; Antonio Martinez-Millana; Stefania Orini; Lucia Sacchi; Jacopo Lenkowicz; Mar Marcos; Jorge Munoz-Gama; Michel A Cuendet; Berardino de Bari; Luis Marco-Ruiz; Alessandro Stefanini; Zoe Valero-Ramon; Olivier Michielin; Tomas Lapinskas; Antanas Montvila; Niels Martin; Erica Tavazzi; Maurizio Castellano
Journal:  Int J Environ Res Public Health       Date:  2020-09-11       Impact factor: 3.390

  4 in total

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