Automated verification of care pathways using constraint programming
| Autor(a) principal: | |
|---|---|
| Data de Publicação: | 2019 |
| Tipo de documento: | Dissertação |
| Idioma: | por |
| Título da fonte: | Repositório Institucional da Universidade Federal do Ceará (UFC) |
| Texto Completo: | http://www.repositorio.ufc.br/handle/riufc/47937 |
Resumo: | Clinical Pathways are used to standardize medical treatments. Specialists define these pathways using process-like notations that can ultimately be translated to formally defined languages. Bad construction of modeled care pathways can lead to satisfiability problems during the pathway execution. These problems can ultimately result in medical errors and need to be checked as formally as possible. Therefore, this study proposes a set of algorithms using a free open-source library dedicated to constraint programming allied with a DSL to encode and verify care pathways, checking four possible problems: states in deadlock, non-determinism, inaccessible steps and transitions with logically equivalent guard conditions. We then test our algorithms in 113 real care pathways used both in hospitals and surgeries. Using our algorithms, we were able to find 295 problems taking less than 1 second to complete the verification on most pathways. |
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Figueiredo, Renan Pereira deFerreira Filho, João Bosco2019-11-26T18:54:42Z2019-11-26T18:54:42Z2019FIGUEIREDO, Renan Pereira de. Automated verification of care pathways using constraint programming. 2019. 97 f. Dissertação (Mestrado em Ciência da Computação) - Universidade Federal do Ceará, Fortaleza, 2019.http://www.repositorio.ufc.br/handle/riufc/47937Clinical Pathways are used to standardize medical treatments. Specialists define these pathways using process-like notations that can ultimately be translated to formally defined languages. Bad construction of modeled care pathways can lead to satisfiability problems during the pathway execution. These problems can ultimately result in medical errors and need to be checked as formally as possible. Therefore, this study proposes a set of algorithms using a free open-source library dedicated to constraint programming allied with a DSL to encode and verify care pathways, checking four possible problems: states in deadlock, non-determinism, inaccessible steps and transitions with logically equivalent guard conditions. We then test our algorithms in 113 real care pathways used both in hospitals and surgeries. Using our algorithms, we were able to find 295 problems taking less than 1 second to complete the verification on most pathways.Protocolos clínicos são usados para padronizar tratamentos médicos. Os especialistas definem esses protocolos usando notações de processos, que podem ser traduzidas para linguagens formalmente definidas. A má construção desses protocolos clínicos modelados pode ocasionar em problemas de satisfatibilidade durante a execução do protocolo. Esses problemas podem resultar em erros médicos e precisam ser verificados o mais formalmente possível. Portanto, este estudo propõe um conjunto de algoritmos, utilizando uma biblioteca de código aberto gratuita dedicada à programação de restrições aliada a uma DSL para codificar e verificar os protocolos clínicos, verificando quatro possíveis problemas: estados em deadlock, não determinismo, passos inacessíveis e transições com condições de guarda logicamente equivalentes. Em seguida, testamos nossos algoritmos em um conjunto com 113 protocolos clpínicos reais usados em hospitais e cirurgias. Usando nossos algoritmos, conseguimos encontrar 295 problemas, sendo necessário menos de 1 segundo para concluir a verificação na maioria dos protocolos.Clinical pathwayConstraint programmingData-dependent transition systemDSLSatisfiability problemsAutomated verification of care pathways using constraint programmingAutomated verification of care pathways using constraint programminginfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/masterThesisporreponame:Repositório Institucional da Universidade Federal do Ceará (UFC)instname:Universidade Federal do Ceará (UFC)instacron:UFCinfo:eu-repo/semantics/openAccessORIGINAL2019_dis_rpfigueiredo.pdf2019_dis_rpfigueiredo.pdfapplication/pdf3897703http://repositorio.ufc.br/bitstream/riufc/47937/3/2019_dis_rpfigueiredo.pdf2e457178f61386f3c70bf21864d5404dMD53LICENSElicense.txtlicense.txttext/plain; charset=utf-81748http://repositorio.ufc.br/bitstream/riufc/47937/4/license.txt8a4605be74aa9ea9d79846c1fba20a33MD54riufc/479372019-11-26 15:54:43.406oai:repositorio.ufc.br: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Repositório InstitucionalPUBhttp://www.repositorio.ufc.br/ri-oai/requestbu@ufc.br || repositorio@ufc.bropendoar:2019-11-26T18:54:43Repositório Institucional da Universidade Federal do Ceará (UFC) - Universidade Federal do Ceará (UFC)false |
| dc.title.pt_BR.fl_str_mv |
Automated verification of care pathways using constraint programming |
| dc.title.en.pt_BR.fl_str_mv |
Automated verification of care pathways using constraint programming |
| title |
Automated verification of care pathways using constraint programming |
| spellingShingle |
Automated verification of care pathways using constraint programming Figueiredo, Renan Pereira de Clinical pathway Constraint programming Data-dependent transition system DSL Satisfiability problems |
| title_short |
Automated verification of care pathways using constraint programming |
| title_full |
Automated verification of care pathways using constraint programming |
| title_fullStr |
Automated verification of care pathways using constraint programming |
| title_full_unstemmed |
Automated verification of care pathways using constraint programming |
| title_sort |
Automated verification of care pathways using constraint programming |
| author |
Figueiredo, Renan Pereira de |
| author_facet |
Figueiredo, Renan Pereira de |
| author_role |
author |
| dc.contributor.author.fl_str_mv |
Figueiredo, Renan Pereira de |
| dc.contributor.advisor1.fl_str_mv |
Ferreira Filho, João Bosco |
| contributor_str_mv |
Ferreira Filho, João Bosco |
| dc.subject.por.fl_str_mv |
Clinical pathway Constraint programming Data-dependent transition system DSL Satisfiability problems |
| topic |
Clinical pathway Constraint programming Data-dependent transition system DSL Satisfiability problems |
| description |
Clinical Pathways are used to standardize medical treatments. Specialists define these pathways using process-like notations that can ultimately be translated to formally defined languages. Bad construction of modeled care pathways can lead to satisfiability problems during the pathway execution. These problems can ultimately result in medical errors and need to be checked as formally as possible. Therefore, this study proposes a set of algorithms using a free open-source library dedicated to constraint programming allied with a DSL to encode and verify care pathways, checking four possible problems: states in deadlock, non-determinism, inaccessible steps and transitions with logically equivalent guard conditions. We then test our algorithms in 113 real care pathways used both in hospitals and surgeries. Using our algorithms, we were able to find 295 problems taking less than 1 second to complete the verification on most pathways. |
| publishDate |
2019 |
| dc.date.accessioned.fl_str_mv |
2019-11-26T18:54:42Z |
| dc.date.available.fl_str_mv |
2019-11-26T18:54:42Z |
| dc.date.issued.fl_str_mv |
2019 |
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info:eu-repo/semantics/publishedVersion |
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info:eu-repo/semantics/masterThesis |
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masterThesis |
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publishedVersion |
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FIGUEIREDO, Renan Pereira de. Automated verification of care pathways using constraint programming. 2019. 97 f. Dissertação (Mestrado em Ciência da Computação) - Universidade Federal do Ceará, Fortaleza, 2019. |
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http://www.repositorio.ufc.br/handle/riufc/47937 |
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FIGUEIREDO, Renan Pereira de. Automated verification of care pathways using constraint programming. 2019. 97 f. Dissertação (Mestrado em Ciência da Computação) - Universidade Federal do Ceará, Fortaleza, 2019. |
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http://www.repositorio.ufc.br/handle/riufc/47937 |
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por |
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por |
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openAccess |
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