Clustering the profile of school adolescents predisposed to psychoactive substance use

Detalhes bibliográficos
Autor(a) principal: Martins, Dayane Diniz
Data de Publicação: 2021
Outros Autores: Lucena, Laís Balla, Damasceno, Athos Ricardo Moraes Bastos, Siqueira, Hugo, Tadano, Yara de Souza, Caldas, Ivete Furtado Ribeiro
Tipo de documento: Artigo
Idioma: por
Título da fonte: Research, Society and Development
Texto Completo: https://rsdjournal.org/index.php/rsd/article/view/12528
Resumo: Adolescence is a period of neurobiological and behavioral changes. Moral development (DM), still maturing at this stage, is important in decision making, such as the use or not of SPA. The objective is to apply clustering algorithms to group the profile of school adolescents with a tendency to use SPAs, based on socio-economic factors and the level of DM. This is a cross-sectional study with a convenience sample. 100 adolescents, between 12 and 18 years old, of both sexes and regularly enrolled in high school participated in the study. The socioeconomic questionnaire, CRAFFT / CESARE (acronym for Car; Relax; Alone; Forget; Family / Friends; Trouble) and the moral competence test were used. The clustering method was used for data analysis. As for the results found, it was possible to confirm that eleven (11.0%) are at risk for the use, abuse or dependence of SPAs, 6.0%, suspected of dependence on SPAs and 2.0%, risk of dependence on SPAs. In the physician's dilemma, there was a predominance of stages 1 and 2, of the judge, 5 and 6 and worker, 4 and 5. The Fuzzy C-Means method was more appropriate, with a high correlation with the answers provided by the CRAFFT / CESARE test. Therefore, the clustering methods present results with values ​​close to those obtained by the CRAFFT / CESARE test regarding the profile of school adolescents predisposed to the use of SPAs, contributing to the list of determining factors in decision making at this stage of life.
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spelling Clustering the profile of school adolescents predisposed to psychoactive substance useAgrupación del perfil de adolescents escolares predispuestos al consume de substancias psicoativasClusterização do perfil de adolescentes escolares com predisposição ao uso de substância psicoativasAdolescenteMoral developmentQuizAbuse of psychoactive substances.AdolescenteDesarrollo moralExamenAbuso de sustancias psicoactivas.AdolescenteDesenvolvimento moralQuestionárioAbuso de substâncias psicoativas.Adolescence is a period of neurobiological and behavioral changes. Moral development (DM), still maturing at this stage, is important in decision making, such as the use or not of SPA. The objective is to apply clustering algorithms to group the profile of school adolescents with a tendency to use SPAs, based on socio-economic factors and the level of DM. This is a cross-sectional study with a convenience sample. 100 adolescents, between 12 and 18 years old, of both sexes and regularly enrolled in high school participated in the study. The socioeconomic questionnaire, CRAFFT / CESARE (acronym for Car; Relax; Alone; Forget; Family / Friends; Trouble) and the moral competence test were used. The clustering method was used for data analysis. As for the results found, it was possible to confirm that eleven (11.0%) are at risk for the use, abuse or dependence of SPAs, 6.0%, suspected of dependence on SPAs and 2.0%, risk of dependence on SPAs. In the physician's dilemma, there was a predominance of stages 1 and 2, of the judge, 5 and 6 and worker, 4 and 5. The Fuzzy C-Means method was more appropriate, with a high correlation with the answers provided by the CRAFFT / CESARE test. Therefore, the clustering methods present results with values ​​close to those obtained by the CRAFFT / CESARE test regarding the profile of school adolescents predisposed to the use of SPAs, contributing to the list of determining factors in decision making at this stage of life.La adolescencia es un período de cambios neurobiológicos y de comportamiento. El desarrollo moral (DM), que aún está madurando en esta etapa, es importante en la toma de decisiones, como el uso o no de SPA. El objetivo es aplicar algoritmos de clustering para agrupar el perfil de adolescentes escolares con tendencia a utilizar SPA, en función de factores socioeconómicos y el nivel de DM. Se trata de un estudio transversal con una muestra de conveniencia. El estudio incluyó a 100 adolescentes, entre 12 y 18 años, de ambos sexos y matriculados regularmente en la escuela secundaria. Se utilizó el cuestionario socioeconómico CRAFFT / CESARE (siglas de Car; Relax; Alone; Forget; Family / Friends; Trouble) y la prueba de competencia moral. Se utilizó el método de agrupamiento para el análisis de datos. En cuanto a los resultados encontrados, se pudo confirmar que once (11,0%) tienen riesgo de uso, abuso o dependencia de SPA, 6,0% sospecha de dependencia de SPA y 2,0% riesgo de dependencia de SPA. En el dilema del médico, predominaron las etapas 1 y 2, del juez, 5 y 6 y trabajador, 4 y 5. El método Fuzzy C-Means resultó ser más apropiado, con una alta correlación con las respuestas proporcionadas por la prueba CRAFFT / CESARE. Por lo tanto, los métodos de agrupamiento presentan resultados con valores cercanos a los obtenidos por la prueba CRAFFT / CESARE en cuanto al perfil de adolescentes escolares predispuestos al uso de SPA, contribuyendo a la lista de factores determinantes en la toma de decisiones en esta etapa de la vida.A adolescência é um período de transformações neurobiológicas e comportamentais. O desenvolvimento moral (DM), ainda em amadurecimento nesta fase, é importante na tomada de decisão, como o uso ou não de SPA. Objetiva-se aplicar algoritmos de clusterização para agrupamento de perfil de adolescentes escolares com tendência ao uso de SPAs, baseado nos fatores socioenonômicos e no nível de DM. Trata-se de um estudo transversal com amostra por conveniência. Participaram do estudo 100 adolescentes, entre 12 a 18 anos, de ambos os sexos e regularmente matriculados no ensino médio. Foram utilizados o questionário socioeconômico, CRAFFT/CESARE (acrônimo de Car; Relax; Alone; Forget; Family/Friends; Trouble) e o teste de competência moral. Foi utilizado o método de clusterização para análise de dados. Quanto aos resultados encontrados, foi verificado que onze (11.0%) apresentam risco para o uso, abuso ou dependência de SPAs, 6.0%, suspeita de dependência de SPAs e 2.0%, risco de dependência de SPAs. No dilema do médico, houve predomínio dos estágio 1 e 2, do juiz, 5 e 6 e operário, 4 e 5. O método Fuzzy C-Means mostrou-se mais adequado, com alta correlação com as respostas fornecidas pelo teste CRAFFT/CESARE. Portanto, os métodos de clusterização apresentam resultados com valores próximos aos obtidos pelo teste CRAFFT/ CESARE quanto ao perfil de adolescentes escolares com predisposição ao uso de SPAs, contribuindo na relação dos fatores determinantes na tomada de decisão nessa etapa da vida.Research, Society and Development2021-02-19info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionapplication/pdfhttps://rsdjournal.org/index.php/rsd/article/view/1252810.33448/rsd-v10i2.12528Research, Society and Development; Vol. 10 No. 2; e37510212528Research, Society and Development; Vol. 10 Núm. 2; e37510212528Research, Society and Development; v. 10 n. 2; e375102125282525-3409reponame:Research, Society and Developmentinstname:Universidade Federal de Itajubá (UNIFEI)instacron:UNIFEIporhttps://rsdjournal.org/index.php/rsd/article/view/12528/11375Copyright (c) 2021 Dayane Diniz Martins; Laís Balla Lucena; Athos Ricardo Moraes Bastos Damasceno; Hugo Siqueira; Yara de Souza Tadano; Ivete Furtado Ribeiro Caldashttps://creativecommons.org/licenses/by/4.0info:eu-repo/semantics/openAccessMartins, Dayane Diniz Lucena, Laís Balla Damasceno, Athos Ricardo Moraes Bastos Siqueira, Hugo Tadano, Yara de Souza Caldas, Ivete Furtado Ribeiro 2021-03-02T09:32:39Zoai:ojs.pkp.sfu.ca:article/12528Revistahttps://rsdjournal.org/index.php/rsd/indexPUBhttps://rsdjournal.org/index.php/rsd/oairsd.articles@gmail.com2525-34092525-3409opendoar:2024-01-17T09:34:04.934958Research, Society and Development - Universidade Federal de Itajubá (UNIFEI)false
dc.title.none.fl_str_mv Clustering the profile of school adolescents predisposed to psychoactive substance use
Agrupación del perfil de adolescents escolares predispuestos al consume de substancias psicoativas
Clusterização do perfil de adolescentes escolares com predisposição ao uso de substância psicoativas
title Clustering the profile of school adolescents predisposed to psychoactive substance use
spellingShingle Clustering the profile of school adolescents predisposed to psychoactive substance use
Martins, Dayane Diniz
Adolescente
Moral development
Quiz
Abuse of psychoactive substances.
Adolescente
Desarrollo moral
Examen
Abuso de sustancias psicoactivas.
Adolescente
Desenvolvimento moral
Questionário
Abuso de substâncias psicoativas.
title_short Clustering the profile of school adolescents predisposed to psychoactive substance use
title_full Clustering the profile of school adolescents predisposed to psychoactive substance use
title_fullStr Clustering the profile of school adolescents predisposed to psychoactive substance use
title_full_unstemmed Clustering the profile of school adolescents predisposed to psychoactive substance use
title_sort Clustering the profile of school adolescents predisposed to psychoactive substance use
author Martins, Dayane Diniz
author_facet Martins, Dayane Diniz
Lucena, Laís Balla
Damasceno, Athos Ricardo Moraes Bastos
Siqueira, Hugo
Tadano, Yara de Souza
Caldas, Ivete Furtado Ribeiro
author_role author
author2 Lucena, Laís Balla
Damasceno, Athos Ricardo Moraes Bastos
Siqueira, Hugo
Tadano, Yara de Souza
Caldas, Ivete Furtado Ribeiro
author2_role author
author
author
author
author
dc.contributor.author.fl_str_mv Martins, Dayane Diniz
Lucena, Laís Balla
Damasceno, Athos Ricardo Moraes Bastos
Siqueira, Hugo
Tadano, Yara de Souza
Caldas, Ivete Furtado Ribeiro
dc.subject.por.fl_str_mv Adolescente
Moral development
Quiz
Abuse of psychoactive substances.
Adolescente
Desarrollo moral
Examen
Abuso de sustancias psicoactivas.
Adolescente
Desenvolvimento moral
Questionário
Abuso de substâncias psicoativas.
topic Adolescente
Moral development
Quiz
Abuse of psychoactive substances.
Adolescente
Desarrollo moral
Examen
Abuso de sustancias psicoactivas.
Adolescente
Desenvolvimento moral
Questionário
Abuso de substâncias psicoativas.
description Adolescence is a period of neurobiological and behavioral changes. Moral development (DM), still maturing at this stage, is important in decision making, such as the use or not of SPA. The objective is to apply clustering algorithms to group the profile of school adolescents with a tendency to use SPAs, based on socio-economic factors and the level of DM. This is a cross-sectional study with a convenience sample. 100 adolescents, between 12 and 18 years old, of both sexes and regularly enrolled in high school participated in the study. The socioeconomic questionnaire, CRAFFT / CESARE (acronym for Car; Relax; Alone; Forget; Family / Friends; Trouble) and the moral competence test were used. The clustering method was used for data analysis. As for the results found, it was possible to confirm that eleven (11.0%) are at risk for the use, abuse or dependence of SPAs, 6.0%, suspected of dependence on SPAs and 2.0%, risk of dependence on SPAs. In the physician's dilemma, there was a predominance of stages 1 and 2, of the judge, 5 and 6 and worker, 4 and 5. The Fuzzy C-Means method was more appropriate, with a high correlation with the answers provided by the CRAFFT / CESARE test. Therefore, the clustering methods present results with values ​​close to those obtained by the CRAFFT / CESARE test regarding the profile of school adolescents predisposed to the use of SPAs, contributing to the list of determining factors in decision making at this stage of life.
publishDate 2021
dc.date.none.fl_str_mv 2021-02-19
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10.33448/rsd-v10i2.12528
url https://rsdjournal.org/index.php/rsd/article/view/12528
identifier_str_mv 10.33448/rsd-v10i2.12528
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dc.relation.none.fl_str_mv https://rsdjournal.org/index.php/rsd/article/view/12528/11375
dc.rights.driver.fl_str_mv https://creativecommons.org/licenses/by/4.0
info:eu-repo/semantics/openAccess
rights_invalid_str_mv https://creativecommons.org/licenses/by/4.0
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv Research, Society and Development
publisher.none.fl_str_mv Research, Society and Development
dc.source.none.fl_str_mv Research, Society and Development; Vol. 10 No. 2; e37510212528
Research, Society and Development; Vol. 10 Núm. 2; e37510212528
Research, Society and Development; v. 10 n. 2; e37510212528
2525-3409
reponame:Research, Society and Development
instname:Universidade Federal de Itajubá (UNIFEI)
instacron:UNIFEI
instname_str Universidade Federal de Itajubá (UNIFEI)
instacron_str UNIFEI
institution UNIFEI
reponame_str Research, Society and Development
collection Research, Society and Development
repository.name.fl_str_mv Research, Society and Development - Universidade Federal de Itajubá (UNIFEI)
repository.mail.fl_str_mv rsd.articles@gmail.com
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