Clustering the profile of school adolescents predisposed to psychoactive substance use
Autor(a) principal: | |
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Data de Publicação: | 2021 |
Outros Autores: | , , , , |
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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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 |
dc.type.driver.fl_str_mv |
info:eu-repo/semantics/article info:eu-repo/semantics/publishedVersion |
format |
article |
status_str |
publishedVersion |
dc.identifier.uri.fl_str_mv |
https://rsdjournal.org/index.php/rsd/article/view/12528 10.33448/rsd-v10i2.12528 |
url |
https://rsdjournal.org/index.php/rsd/article/view/12528 |
identifier_str_mv |
10.33448/rsd-v10i2.12528 |
dc.language.iso.fl_str_mv |
por |
language |
por |
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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1797052670206279680 |