{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,29]],"date-time":"2026-04-29T05:25:39Z","timestamp":1777440339502,"version":"3.51.4"},"reference-count":77,"publisher":"MDPI AG","issue":"21","license":[{"start":{"date-parts":[[2021,11,7]],"date-time":"2021-11-07T00:00:00Z","timestamp":1636243200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"name":"National Counsel of Technological and Scientific Development (CNPq)","award":["304272\/2020-5"],"award-info":[{"award-number":["304272\/2020-5"]}]},{"name":"National Counsel of Technological and Scientific Development (CNPq)","award":["306389\/2020-7"],"award-info":[{"award-number":["306389\/2020-7"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Applied Sciences"],"abstract":"<jats:p>Hybrid 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)\u2014both published by World 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.<\/jats:p>","DOI":"10.3390\/app112110457","type":"journal-article","created":{"date-parts":[[2021,11,7]],"date-time":"2021-11-07T20:41:14Z","timestamp":1636317674000},"page":"10457","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":5,"title":["An Intelligent Multicriteria Model for Diagnosing Dementia in People Infected with Human Immunodeficiency Virus"],"prefix":"10.3390","volume":"11","author":[{"given":"Luana I. C. C.","family":"Pinheiro","sequence":"first","affiliation":[{"name":"Graduate Program in Clinical Care in Nursing and Health, Cear\u00e1 State University, Fortaleza 60714-903, Brazil"}]},{"given":"Maria L\u00facia D.","family":"Pereira","sequence":"additional","affiliation":[{"name":"Graduate Program in Clinical Care in Nursing and Health, Cear\u00e1 State University, Fortaleza 60714-903, Brazil"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6214-9076","authenticated-orcid":false,"given":"Evandro C. de","family":"Andrade","sequence":"additional","affiliation":[{"name":"Graduate Program in Applied Informatics, University of Fortaleza (UNIFOR), Fortaleza 60811-905, Brazil"}]},{"given":"Luciano C.","family":"Nunes","sequence":"additional","affiliation":[{"name":"Graduate Program in Applied Informatics, University of Fortaleza (UNIFOR), Fortaleza 60811-905, Brazil"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0847-824X","authenticated-orcid":false,"given":"Wilson C. de","family":"Abreu","sequence":"additional","affiliation":[{"name":"Porto School of Nursing, 4200-072 Porto, Portugal"}]},{"given":"Pedro Gabriel Cal\u00edope D.","family":"Pinheiro","sequence":"additional","affiliation":[{"name":"Graduate Program in Applied Informatics, University of Fortaleza (UNIFOR), Fortaleza 60811-905, Brazil"}]},{"given":"Raimir","family":"Holanda Filho","sequence":"additional","affiliation":[{"name":"Graduate Program in Applied Informatics, University of Fortaleza (UNIFOR), Fortaleza 60811-905, Brazil"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1718-1712","authenticated-orcid":false,"given":"Pl\u00e1cido Rogerio","family":"Pinheiro","sequence":"additional","affiliation":[{"name":"Graduate Program in Clinical Care in Nursing and Health, Cear\u00e1 State University, Fortaleza 60714-903, Brazil"},{"name":"Graduate Program in Applied Informatics, University of Fortaleza (UNIFOR), Fortaleza 60811-905, Brazil"}]}],"member":"1968","published-online":{"date-parts":[[2021,11,7]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","unstructured":"Li, Y., Jiang, J., Shen, T., Wu, P., and Zuo, C. 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