Performance evaluation of emergency department physicians using robust value‐based additive efficiency model
| Autor(a) principal: | |
|---|---|
| Data de Publicação: | 2021 |
| Outros Autores: | , , , , , , |
| 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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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 |
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reponame:Repositórios Científicos de Acesso Aberto de Portugal (RCAAP) instname:FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologia instacron:RCAAP |
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FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologia |
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RCAAP |
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Repositórios Científicos de Acesso Aberto de Portugal (RCAAP) |
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Repositórios Científicos de Acesso Aberto de Portugal (RCAAP) |
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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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