Mining and retrieving medical processes to assess the quality of care

Stefania Montani, Giorgio Leonardi, Silvana Quaglini, Anna Cavallini, Giuseppe Micieli

Risultato della ricerca: Capitolo in libro/report/atti di convegnoContributo a conferenzapeer review

Abstract

In a competitive healthcare market, hospitals have to focus on ways to deliver high quality care while at the same time reducing costs. To accomplish this goal, hospital managers need a thorough understanding of the actual processes. Process mining can be used to extract process related information (e.g., process models) from data. This process information can be exploited to understand and redesign processes to become efficient high quality processes. Process analysis and redesign can take advantage of Case Based Reasoning techniques. In this paper, we present a framework that applies process mining and case retrieval techniques, relying on a novel distance measure, to stroke management processes. Specifically, the goal of the framework is the one of analyzing the quality of stroke management processes, in order to verify: (i) whether different patient categories are differently treated (as expected), and (ii) whether hospitals of different levels (defined by the absence/presence of specific resources) actually implement different processes (as they auto-declare). Some first experimental results are presented and discussed.

Lingua originaleInglese
Titolo della pubblicazione ospiteCase-Based Reasoning Research and Development - 21st International Conference, ICCBR 2013, Proceedings
Pagine233-240
Numero di pagine8
DOI
Stato di pubblicazionePubblicato - 2013
Evento21st International Conference on Case-Based Reasoning Research and Development, ICCBR 2013 - Saratoga Springs, NY, United States
Durata: 8 lug 201311 lug 2013

Serie di pubblicazioni

NomeLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume7969 LNAI
ISSN (stampa)0302-9743
ISSN (elettronico)1611-3349

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???event.eventtypes.event.conference???21st International Conference on Case-Based Reasoning Research and Development, ICCBR 2013
Paese/TerritorioUnited States
CittàSaratoga Springs, NY
Periodo8/07/1311/07/13

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