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Process mining for healthcare: Characteristics and challenges.
Munoz-Gama, Jorge; Martin, Niels; Fernandez-Llatas, Carlos; Johnson, Owen A; Sepúlveda, Marcos; Helm, Emmanuel; Galvez-Yanjari, Victor; Rojas, Eric; Martinez-Millana, Antonio; Aloini, Davide; Amantea, Ilaria Angela; Andrews, Robert; Arias, Michael; Beerepoot, Iris; Benevento, Elisabetta; Burattin, Andrea; Capurro, Daniel; Carmona, Josep; Comuzzi, Marco; Dalmas, Benjamin; de la Fuente, Rene; Di Francescomarino, Chiara; Di Ciccio, Claudio; Gatta, Roberto; Ghidini, Chiara; Gonzalez-Lopez, Fernanda; Ibanez-Sanchez, Gema; Klasky, Hilda B; Prima Kurniati, Angelina; Lu, Xixi; Mannhardt, Felix; Mans, Ronny; Marcos, Mar; Medeiros de Carvalho, Renata; Pegoraro, Marco; Poon, Simon K; Pufahl, Luise; Reijers, Hajo A; Remy, Simon; Rinderle-Ma, Stefanie; Sacchi, Lucia; Seoane, Fernando; Song, Minseok; Stefanini, Alessandro; Sulis, Emilio; Ter Hofstede, Arthur H M; Toussaint, Pieter J; Traver, Vicente; Valero-Ramon, Zoe; Weerd, Inge van de.
Afiliación
  • Munoz-Gama J; Pontificia Universidad Católica de Chile, Chile.
  • Martin N; Hasselt University, Belgium; Research Foundation Flanders (FWO), Belgium.
  • Fernandez-Llatas C; Universitat Politècnica de València, Spain; Karolinska Institutet, Sweden.
  • Johnson OA; University of Leeds, United Kingdom.
  • Sepúlveda M; Pontificia Universidad Católica de Chile, Chile.
  • Helm E; University of Applied Sciences Upper Austria, Austria.
  • Galvez-Yanjari V; Pontificia Universidad Católica de Chile, Chile.
  • Rojas E; Pontificia Universidad Católica de Chile, Chile.
  • Martinez-Millana A; Universitat Politècnica de València, Spain.
  • Aloini D; University of Pisa, Italy.
  • Amantea IA; University of Turin, Italy; University of Bologna, Italy; University of Luxembourg, Luxembourg.
  • Andrews R; Queensland University of Technology, Australia.
  • Arias M; Universidad de Costa Rica, Costa Rica.
  • Beerepoot I; Utrecht University, The Netherlands.
  • Benevento E; University of Pisa, Italy.
  • Burattin A; Technical University of Denmark, Denmark.
  • Capurro D; University of Melbourne, Australia.
  • Carmona J; Universitat Politècnica de Catalunya, Spain.
  • Comuzzi M; Ulsan National Institute of Science and Technology (UNIST), Republic of Korea.
  • Dalmas B; Mines Saint-Etienne, France; Université Clermont Auvergne, France.
  • de la Fuente R; Pontificia Universidad Católica de Chile, Chile.
  • Di Francescomarino C; Fondazione Bruno Kessler, Italy.
  • Di Ciccio C; Sapienza University of Rome, Italy.
  • Gatta R; Universitá degli Studi di Brescia, Italy; Lausanne University Hospital (CHUV), Switzerland.
  • Ghidini C; Fondazione Bruno Kessler, Italy.
  • Gonzalez-Lopez F; Pontificia Universidad Católica de Chile, Chile.
  • Ibanez-Sanchez G; Universitat Politècnica de València, Spain.
  • Klasky HB; Oak Ridge National Laboratory, United States.
  • Prima Kurniati A; Telkom University, Indonesia.
  • Lu X; Utrecht University, The Netherlands.
  • Mannhardt F; Eindhoven University of Technology, The Netherlands.
  • Mans R; Philips Research, the Netherlands.
  • Marcos M; Universitat Jaume I, Spain.
  • Medeiros de Carvalho R; Eindhoven University of Technology, The Netherlands.
  • Pegoraro M; RWTH Aachen University, Germany.
  • Poon SK; The University of Sydney, Australia.
  • Pufahl L; Technische Universitaet Berlin, Germany.
  • Reijers HA; Eindhoven University of Technology, The Netherlands; Utrecht University, The Netherlands.
  • Remy S; University of Potsdam, Germany.
  • Rinderle-Ma S; Technical University of Munich, Germany.
  • Sacchi L; University of Pavia, Italy.
  • Seoane F; Karolinska Institutet, Sweden; Karolinska University Hospital, Sweden; University of Borås, Sweden.
  • Song M; Pohang University of Science and Technology, Republic of Korea.
  • Stefanini A; University of Pisa, Italy.
  • Sulis E; University of Turin, Italy.
  • Ter Hofstede AHM; Queensland University of Technology, Australia.
  • Toussaint PJ; Norwegian University of Science and Technology, Norway.
  • Traver V; Universitat Politècnica de València, Spain.
  • Valero-Ramon Z; Universitat Politècnica de València, Spain.
  • Weerd IV; Utrecht University, The Netherlands.
J Biomed Inform ; 127: 103994, 2022 03.
Article en En | MEDLINE | ID: mdl-35104641
ABSTRACT
Process mining techniques can be used to analyse business processes using the data logged during their execution. These techniques are leveraged in a wide range of domains, including healthcare, where it focuses mainly on the analysis of diagnostic, treatment, and organisational processes. Despite the huge amount of data generated in hospitals by staff and machinery involved in healthcare processes, there is no evidence of a systematic uptake of process mining beyond targeted case studies in a research context. When developing and using process mining in healthcare, distinguishing characteristics of healthcare processes such as their variability and patient-centred focus require targeted attention. Against this background, the Process-Oriented Data Science in Healthcare Alliance has been established to propagate the research and application of techniques targeting the data-driven improvement of healthcare processes. This paper, an initiative of the alliance, presents the distinguishing characteristics of the healthcare domain that need to be considered to successfully use process mining, as well as open challenges that need to be addressed by the community in the future.
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Texto completo: 1 Colección: 01-internacional Base de datos: MEDLINE Asunto principal: Atención a la Salud / Hospitales Aspecto: Determinantes_sociais_saude Límite: Humans Idioma: En Revista: J Biomed Inform Asunto de la revista: INFORMATICA MEDICA Año: 2022 Tipo del documento: Article País de afiliación: Chile

Texto completo: 1 Colección: 01-internacional Base de datos: MEDLINE Asunto principal: Atención a la Salud / Hospitales Aspecto: Determinantes_sociais_saude Límite: Humans Idioma: En Revista: J Biomed Inform Asunto de la revista: INFORMATICA MEDICA Año: 2022 Tipo del documento: Article País de afiliación: Chile
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