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An Intelligent Multicriteria Model for Diagnosing Dementia in People Infected with Human Immunodeficiency Virus

2021Journal article Open access
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dc.contributor.authorPinheiro, Luana I. C. C.
dc.contributor.authorPereira, Maria Lúcia D.
dc.contributor.authorAndrade, Evandro C. de
dc.contributor.authorNunes, Luciano C.
dc.contributor.authorAbreu, Wilson
dc.contributor.authorPinheiro, Pedro Gabriel Calíope D.
dc.contributor.authorHolanda Filho, Raimir
dc.contributor.authorPinheiro, Plácido Rogerio
dc.date.accessioned2022-03-29T15:53:22Z
dc.date.available2022-03-29T15:53:22Z
dc.date.issued2021
dc.description.abstractHybrid models to detect dementia based on Machine Learning can provide accurate diagnoses in individuals with neurological disorders and cognitive complications caused by Human Immunodeficiency Virus (HIV) infection. This study proposes a hybrid approach, using Machine Learning algorithms associated with the multicriteria method of Verbal Decision Analysis (VDA). Dementia, which affects many HIV-infected individuals, refers to neurodevelopmental and mental disorders. Some manuals standardize the information used in the correct detection of neurological disorders with cognitive complications. Among the most common manuals used are the DSM-5 (Diagnostic and Statistical Manual of Mental Disorders, 5th edition) of the American Psychiatric Association and the International Classification of Diseases, 10th edition (ICD-10)—both published byWorld Health Organization (WHO). The model is designed to explore the predictive of specific data. Furthermore, a well-defined database data set improves and optimizes the diagnostic models sought in the research.pt_PT
dc.description.versioninfo:eu-repo/semantics/publishedVersionpt_PT
dc.identifier.citationPinheiro, L.I.C.C.; Pereira, M.L.D.; Andrade, E.C.d.; Nunes, L.C.; Abreu,W.C.d.; Pinheiro, P.G.C.D.; Holanda Filho, R.; Pinheiro, P.R. An Intelligent Multicriteria Model for Diagnosing Dementia in People Infected with Human Immunodeficiency Virus. Appl. Sci.2021, 11, 10457.pt_PT
dc.identifier.doi10.3390/app112110457pt_PT
dc.identifier.eissn2076-3417
dc.identifier.urihttp://hdl.handle.net/10400.26/39904
dc.language.isoengpt_PT
dc.peerreviewedyespt_PT
dc.publisherMDPIpt_PT
dc.relation.publisherversionhttps://www.mdpi.com/search?q=An+Intelligent+Multicriteria+Model&journal=applsci&volume=11&issue=21pt_PT
dc.rights.urihttp://creativecommons.org/licenses/by/4.0/pt_PT
dc.subjectCognitive dementiapt_PT
dc.subjectHIVpt_PT
dc.subjectMachine learningpt_PT
dc.subjectVerbal decision analysispt_PT
dc.subjectMulticriteria modelpt_PT
dc.subjectMedical diagnostic optimizationpt_PT
dc.titleAn Intelligent Multicriteria Model for Diagnosing Dementia in People Infected with Human Immunodeficiency Viruspt_PT
dc.typejournal article
dspace.entity.typePublication
oaire.citation.issue21pt_PT
oaire.citation.startPage10457pt_PT
oaire.citation.titleApplied Sciencespt_PT
oaire.citation.volume11pt_PT
person.familyNameAbreu
person.givenNameWilson
person.identifier.ciencia-id0313-F7A6-AE60
person.identifier.orcid0000-0002-0847-824X
person.identifier.scopus-author-id57191608626
rcaap.rightsopenAccesspt_PT
rcaap.typearticlept_PT
relation.isAuthorOfPublication2a9bfbb4-8930-4c6c-9ed5-21d856df4a1d
relation.isAuthorOfPublication.latestForDiscovery2a9bfbb4-8930-4c6c-9ed5-21d856df4a1d

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