Performance evaluation of emergency department physicians using robust value‐based additive efficiency model

Detalhes bibliográficos
Autor(a) principal: Labijak‐Kowalska, Anna
Data de Publicação: 2021
Outros Autores: Kadziński, Miłosz, Spychała, Inga, Dias, Luís C., Fiallos, Javier, Patrick, Jonathan, Michalowski, Wojtek, Farion, Ken
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)
Texto Completo: https://hdl.handle.net/10316/115027
https://doi.org/10.1111/itor.13099
Resumo: We propose a novel variant of the value-based additive data envelopment analysis model. It conducts a comprehensive robustness analysis of efficiency outcomes for all feasible input and output weights using mathematical programming and the Monte Carlo simulation. We also introduce the original procedures for selecting a common vector of weights and an approach for investigating the stability of results in a multiscenario setting. The presented framework is applied to evaluate the performance of emergency department physicians using data from the Children’s Hospital of Eastern Ontario in Ottawa. Our focus is on the physicians’ performance when dealing with groups of patients’ complaints related to abdominal pain and constipation, fever, extremity injury, head injury, and laceration/puncture. The obtained results emphasize the strong dependence of the physicians’ performances on the selected weight vectors. However, they prove helpful in pointing out overall good performers who can serve as universal benchmarks or niche performers being markedly better in providing care to a given complaint group. They also offer a basis for developing an improvement plan for the underperforming physicians, identifying the priorities for a practice-oriented model, and recognizing the most challenging patients’ complaints.
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spelling Performance evaluation of emergency department physicians using robust value‐based additive efficiency modeldata envelopment analysisphysician’s performanceemergency departmentrobustness analysisefficiency analysisvalue-based additive efficiencymultiattribute value functioncommon set of weightsWe propose a novel variant of the value-based additive data envelopment analysis model. It conducts a comprehensive robustness analysis of efficiency outcomes for all feasible input and output weights using mathematical programming and the Monte Carlo simulation. We also introduce the original procedures for selecting a common vector of weights and an approach for investigating the stability of results in a multiscenario setting. The presented framework is applied to evaluate the performance of emergency department physicians using data from the Children’s Hospital of Eastern Ontario in Ottawa. Our focus is on the physicians’ performance when dealing with groups of patients’ complaints related to abdominal pain and constipation, fever, extremity injury, head injury, and laceration/puncture. The obtained results emphasize the strong dependence of the physicians’ performances on the selected weight vectors. However, they prove helpful in pointing out overall good performers who can serve as universal benchmarks or niche performers being markedly better in providing care to a given complaint group. They also offer a basis for developing an improvement plan for the underperforming physicians, identifying the priorities for a practice-oriented model, and recognizing the most challenging patients’ complaints.Polish Ministry of Education and Science, grant no. 0311/SBAD/0709 and Polish National Science Center under the SONATA BIS project (grant no. DEC‐2019/34/E/HS4/00045)Wiley-Blackwell2021info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articlehttps://hdl.handle.net/10316/115027https://hdl.handle.net/10316/115027https://doi.org/10.1111/itor.13099eng0969-60161475-3995Labijak‐Kowalska, AnnaKadziński, MiłoszSpychała, IngaDias, Luís C.Fiallos, JavierPatrick, JonathanMichalowski, WojtekFarion, Keninfo:eu-repo/semantics/openAccessreponame:Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)instname:FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologiainstacron:RCAAP2024-07-19T11:37:01Zoai:estudogeral.uc.pt:10316/115027Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireinfo@rcaap.ptopendoar:https://opendoar.ac.uk/repository/71602025-05-29T06:08:14.466118Repositórios Científicos de Acesso Aberto de Portugal (RCAAP) - FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologiafalse
dc.title.none.fl_str_mv Performance evaluation of emergency department physicians using robust value‐based additive efficiency model
title Performance evaluation of emergency department physicians using robust value‐based additive efficiency model
spellingShingle Performance evaluation of emergency department physicians using robust value‐based additive efficiency model
Labijak‐Kowalska, Anna
data envelopment analysis
physician’s performance
emergency department
robustness analysis
efficiency analysis
value-based additive efficiency
multiattribute value function
common set of weights
title_short Performance evaluation of emergency department physicians using robust value‐based additive efficiency model
title_full Performance evaluation of emergency department physicians using robust value‐based additive efficiency model
title_fullStr Performance evaluation of emergency department physicians using robust value‐based additive efficiency model
title_full_unstemmed Performance evaluation of emergency department physicians using robust value‐based additive efficiency model
title_sort Performance evaluation of emergency department physicians using robust value‐based additive efficiency model
author Labijak‐Kowalska, Anna
author_facet Labijak‐Kowalska, Anna
Kadziński, Miłosz
Spychała, Inga
Dias, Luís C.
Fiallos, Javier
Patrick, Jonathan
Michalowski, Wojtek
Farion, Ken
author_role author
author2 Kadziński, Miłosz
Spychała, Inga
Dias, Luís C.
Fiallos, Javier
Patrick, Jonathan
Michalowski, Wojtek
Farion, Ken
author2_role author
author
author
author
author
author
author
dc.contributor.author.fl_str_mv Labijak‐Kowalska, Anna
Kadziński, Miłosz
Spychała, Inga
Dias, Luís C.
Fiallos, Javier
Patrick, Jonathan
Michalowski, Wojtek
Farion, Ken
dc.subject.por.fl_str_mv data envelopment analysis
physician’s performance
emergency department
robustness analysis
efficiency analysis
value-based additive efficiency
multiattribute value function
common set of weights
topic data envelopment analysis
physician’s performance
emergency department
robustness analysis
efficiency analysis
value-based additive efficiency
multiattribute value function
common set of weights
description We propose a novel variant of the value-based additive data envelopment analysis model. It conducts a comprehensive robustness analysis of efficiency outcomes for all feasible input and output weights using mathematical programming and the Monte Carlo simulation. We also introduce the original procedures for selecting a common vector of weights and an approach for investigating the stability of results in a multiscenario setting. The presented framework is applied to evaluate the performance of emergency department physicians using data from the Children’s Hospital of Eastern Ontario in Ottawa. Our focus is on the physicians’ performance when dealing with groups of patients’ complaints related to abdominal pain and constipation, fever, extremity injury, head injury, and laceration/puncture. The obtained results emphasize the strong dependence of the physicians’ performances on the selected weight vectors. However, they prove helpful in pointing out overall good performers who can serve as universal benchmarks or niche performers being markedly better in providing care to a given complaint group. They also offer a basis for developing an improvement plan for the underperforming physicians, identifying the priorities for a practice-oriented model, and recognizing the most challenging patients’ complaints.
publishDate 2021
dc.date.none.fl_str_mv 2021
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv https://hdl.handle.net/10316/115027
https://hdl.handle.net/10316/115027
https://doi.org/10.1111/itor.13099
url https://hdl.handle.net/10316/115027
https://doi.org/10.1111/itor.13099
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv 0969-6016
1475-3995
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.publisher.none.fl_str_mv Wiley-Blackwell
publisher.none.fl_str_mv Wiley-Blackwell
dc.source.none.fl_str_mv reponame:Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)
instname:FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologia
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instname_str FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologia
instacron_str RCAAP
institution RCAAP
reponame_str Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)
collection Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)
repository.name.fl_str_mv Repositórios Científicos de Acesso Aberto de Portugal (RCAAP) - FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologia
repository.mail.fl_str_mv info@rcaap.pt
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