Please use this identifier to cite or link to this item: http://hdl.handle.net/1942/36591
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dc.contributor.authorMunoz-Gama, Jorge-
dc.contributor.authorMARTIN, Niels-
dc.contributor.authorFernandez-Llatas, Carlos-
dc.contributor.authorJohnson, Owen A.-
dc.contributor.authorSepúlveda, Marcos-
dc.contributor.authorHelm, Emmanuel-
dc.contributor.authorGalvez-Yanjari, Victor-
dc.contributor.authorRojas, Eric-
dc.contributor.authorMartinez-Millana, Antonio-
dc.contributor.authorAloini, Davide-
dc.contributor.authorAmantea, Ilaria Angela-
dc.contributor.authorAndrews, Robert-
dc.contributor.authorArias, Michael-
dc.contributor.authorBeerepoot, Iris-
dc.contributor.authorBenevento, Elisabetta-
dc.contributor.authorBurattin, Andrea-
dc.contributor.authorCapurro, Daniel-
dc.contributor.authorCarmona, Josep-
dc.contributor.authorComuzzi, Marco-
dc.contributor.authorDalmas, Benjamin-
dc.contributor.authorFuente, Rene de la-
dc.contributor.authorFrancescomarino, Chiara Di-
dc.contributor.authorCiccio, Claudio Di-
dc.contributor.authorGatta, Roberto-
dc.contributor.authorGhidini, Chiara-
dc.contributor.authorGonzalez-Lopez, Fernanda-
dc.contributor.authorIbanez-Sanchez, Gema-
dc.contributor.authorKlasky, Hilda B.-
dc.contributor.authorPrima Kurniati, Angelina-
dc.contributor.authorLu, Xixi-
dc.contributor.authorMannhardt, Felix-
dc.contributor.authorMans, Ronny-
dc.contributor.authorMarcos, Mar-
dc.contributor.authorMedeiros de Carvalho, Renata-
dc.contributor.authorPegoraro, Marco-
dc.contributor.authorPoon, Simon K.-
dc.contributor.authorPufahl, Luise-
dc.contributor.authorReijers, Hajo A.-
dc.contributor.authorRemy, Simon-
dc.contributor.authorRinderle-Ma, Stefanie-
dc.contributor.authorSacchi, Lucia-
dc.contributor.authorSeoane, Fernando-
dc.contributor.authorSong, Minseok-
dc.contributor.authorStefanini, Alessandro-
dc.contributor.authorSulis, Emilio-
dc.contributor.authorter Hofstede, Arthur H.M.-
dc.contributor.authorToussaint, Pieter J.-
dc.contributor.authorTraver, Vicente-
dc.contributor.authorValero-Ramon, Zoe-
dc.contributor.authorWeerd, Inge van de-
dc.contributor.authorvan der Aalst, Wil M.P.-
dc.contributor.authorVanwersch, Rob-
dc.contributor.authorWeske, Mathias-
dc.contributor.authorWynn, Moe Thandar-
dc.contributor.authorZerbato, Francesca-
dc.date.accessioned2022-02-02T12:56:15Z-
dc.date.available2022-02-02T12:56:15Z-
dc.date.issued2022-
dc.date.submitted2022-02-01T12:39:36Z-
dc.identifier.citationJournal of biomedical informatics, 127 (Art N° 103994)-
dc.identifier.issn1532-0464-
dc.identifier.urihttp://hdl.handle.net/1942/36591-
dc.description.abstractProcess 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.-
dc.description.sponsorshipThis work is partially supported by ANID FONDECYT 1220202, Direccion ´ de Investigacion ´ de la Vicerrectoría de Investigacion ´ de la Pontificia Universidad Catolica ´ de Chile - PUENTE [Grant No. 026/2021]; and Agencia Nacional de Investigacion ´ y Desarrollo [Grant Nos. ANID-PFCHA/Doctorado Nacional/2019–21190116, ANID-PFCHA/ Doctorado Nacional/2020–21201411]. With regard to the co-author Hilda Klasky, this manuscript has been authored by UT-Battelle, LLC, under contract DE-AC05-00OR22725 with the US Department of Energy (DOE). The US government retains and the publisher, by accepting the article for publication, acknowledges that the US government retains a nonexclusive, paid-up, irrevocable, worldwide license to publish or reproduce the published form of this manuscript, or allow others to do so, for US government purposes. DOE will provide public access to these results of federally sponsored research in accordance with the DOE Public Access Plan (http://energy.gov/downloads/doe-public-accessplan).-
dc.language.isoen-
dc.publisherACADEMIC PRESS INC ELSEVIER SCIENCE-
dc.rights2022 The Authors. Published by Elsevier Inc. This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).-
dc.subject.otherProcess mining-
dc.subject.otherHealthcare-
dc.titleProcess Mining for Healthcare: Characteristics and Challenges-
dc.typeJournal Contribution-
dc.identifier.volume127-
local.format.pages15-
local.bibliographicCitation.jcatA1-
local.publisher.place525 B ST, STE 1900, SAN DIEGO, CA 92101-4495 USA-
local.type.refereedRefereed-
local.type.specifiedArticle-
local.bibliographicCitation.artnr103994-
dc.identifier.doi10.1016/j.jbi.2022.103994-
dc.identifier.pmid35104641-
dc.identifier.isi000767857700005-
dc.identifier.eissn1532-0480-
local.provider.typeCrossRef-
local.uhasselt.uhpubyes-
local.uhasselt.internationalyes-
item.fulltextWith Fulltext-
item.contributorMunoz-Gama, Jorge-
item.contributorMARTIN, Niels-
item.contributorFernandez-Llatas, Carlos-
item.contributorJohnson, Owen A.-
item.contributorSepúlveda, Marcos-
item.contributorHelm, Emmanuel-
item.contributorGalvez-Yanjari, Victor-
item.contributorRojas, Eric-
item.contributorMartinez-Millana, Antonio-
item.contributorAloini, Davide-
item.contributorAmantea, Ilaria Angela-
item.contributorAndrews, Robert-
item.contributorArias, Michael-
item.contributorBeerepoot, Iris-
item.contributorBenevento, Elisabetta-
item.contributorBurattin, Andrea-
item.contributorCapurro, Daniel-
item.contributorCarmona, Josep-
item.contributorComuzzi, Marco-
item.contributorDalmas, Benjamin-
item.contributorFuente, Rene de la-
item.contributorFrancescomarino, Chiara Di-
item.contributorCiccio, Claudio Di-
item.contributorGatta, Roberto-
item.contributorGhidini, Chiara-
item.contributorGonzalez-Lopez, Fernanda-
item.contributorIbanez-Sanchez, Gema-
item.contributorKlasky, Hilda B.-
item.contributorPrima Kurniati, Angelina-
item.contributorLu, Xixi-
item.contributorMannhardt, Felix-
item.contributorMans, Ronny-
item.contributorMarcos, Mar-
item.contributorMedeiros de Carvalho, Renata-
item.contributorPegoraro, Marco-
item.contributorPoon, Simon K.-
item.contributorPufahl, Luise-
item.contributorReijers, Hajo A.-
item.contributorRemy, Simon-
item.contributorRinderle-Ma, Stefanie-
item.contributorSacchi, Lucia-
item.contributorSeoane, Fernando-
item.contributorSong, Minseok-
item.contributorStefanini, Alessandro-
item.contributorSulis, Emilio-
item.contributorter Hofstede, Arthur H.M.-
item.contributorToussaint, Pieter J.-
item.contributorTraver, Vicente-
item.contributorValero-Ramon, Zoe-
item.contributorWeerd, Inge van de-
item.contributorvan der Aalst, Wil M.P.-
item.contributorVanwersch, Rob-
item.contributorWeske, Mathias-
item.contributorWynn, Moe Thandar-
item.contributorZerbato, Francesca-
item.fullcitationMunoz-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; Fuente, Rene de la; Francescomarino, Chiara Di; Ciccio, Claudio Di; 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; van der Aalst, Wil M.P.; Vanwersch, Rob; Weske, Mathias; Wynn, Moe Thandar & Zerbato, Francesca (2022) Process Mining for Healthcare: Characteristics and Challenges. In: Journal of biomedical informatics, 127 (Art N° 103994).-
item.accessRightsOpen Access-
item.validationecoom 2023-
crisitem.journal.issn1532-0464-
crisitem.journal.eissn1532-0480-
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