Cardiometabolic diseases, developed throughout the worker’s life, such as hypertension, diabetes,... more Cardiometabolic diseases, developed throughout the worker’s life, such as hypertension, diabetes, dyslipidemia and obesity are among the main causes of death and are associated with modifiable and controllable risk factors. The general objective of this study was to apply supervised Machine Learning techniques and to compare their performance to predict the risk of developing cardiometabolic disease from servers working at the School Hospital of south in Brazil. We sought to map the characteristics of individuals who are more likely to develop cardiometabolic diseases. The machine learning models evaluated were Naive Bayes, Decision Tree, Random Forest, KNN, Logistic Regression and SVM. The results obtained in the experiments showed that some supervised machine learning models produce a good classification, depending on the attributes and hyperparameters used.
O profissional de saúde está sujeito a diversos comportamentos de risco que são determinantes par... more O profissional de saúde está sujeito a diversos comportamentos de risco que são determinantes para o desenvolvimento de doenças agudas e crônicas no decorrer da vida, sendo que o estilo de vida adotado influencia diretamente nesse contexto. O objetivo deste estudo foi associar o índice de massa corporal, a jornada de trabalho e nível de atividade física dos servidores do Hemocentro do Hospital Universitário de Maringá. Esta pesquisa caracteriza-se do tipo transversal, contando com a participação de 32 servidores. Os dados foram analisados por estatística descritiva de frequência absoluta e percentual, e o Teste Qui-Quadrado para associação das variáveis por meio do pacote estatístico SPSS, adotando um p< 0,05. Nos resultados encontrados, 56,2% dos servidores foram classificados como não ativos, e 28,1% foram classificados com sobrepeso. Diante deste estudo pode-se verificar a importância de programas de intervenção no ambiente de trabalho, como ginástica laboral durante a jornada...
This study aimed to conduct a systematic review of publications addressing the multidisciplinary ... more This study aimed to conduct a systematic review of publications addressing the multidisciplinary treatment of obesity in Brazil and analyze their main results. A search was conducted in the databases SciELO, Lilacs, and Pubmed/Medline using the following search terms: 'obesidade', 'intervenção', 'tratamento', 'Brasil', for the search in Portuguese, and 'obesity', 'intervention', 'treatment', 'Brazil', for the search in English. Based on these terms, the following combination of words was used: 'Intervenção multiprofissional da obesidade', 'tratamento multidisciplinar da obesidade, tratamento multiprofissional da obesidade' and 'multidisciplinary obesity intervention', 'multidisciplinary obesity treatment', 'Multiprofessional obesity treatment'. Inclusion criteria were as follows: original studies carried out in Brazil involving human beings and that reported an intervention includ...
Background: Studies have demonstrated the positive effects of physical activity on cardiovascular... more Background: Studies have demonstrated the positive effects of physical activity on cardiovascular risk factors. Longitudinal studies using modeled trajectories are necessary to understand patterns of physical activity and association with cardiovascular risk factors.Objective: To analyze the association between sports practice in young people and current physical activity with the trajectory of cardiovascular risk factors in workers at a public hospital.Methods: Four hundred and seventeen workers was followed for four years reporting Physical Activity, health status, lifestyle behaviors and socio-demographic characteristics. Group-based trajectory modeling identified the trajectories of PA and associations with time-stable and time-varying covariates. We considered a range of sociodemographic and health and lifestyle factors as potential covariates.Results: The results shows the association between participation in sports activities in youth and current physical activity and traject...
Cardiometabolic diseases, developed throughout the worker’s life, such as hypertension, diabetes,... more Cardiometabolic diseases, developed throughout the worker’s life, such as hypertension, diabetes, dyslipidemia and obesity are among the main causes of death and are associated with modifiable and controllable risk factors. The general objective of this study was to apply supervised Machine Learning techniques and to compare their performance to predict the risk of developing cardiometabolic disease from servers working at the School Hospital of south in Brazil. We sought to map the characteristics of individuals who are more likely to develop cardiometabolic diseases. The machine learning models evaluated were Naive Bayes, Decision Tree, Random Forest, KNN, Logistic Regression and SVM. The results obtained in the experiments showed that some supervised machine learning models produce a good classification, depending on the attributes and hyperparameters used.
O profissional de saúde está sujeito a diversos comportamentos de risco que são determinantes par... more O profissional de saúde está sujeito a diversos comportamentos de risco que são determinantes para o desenvolvimento de doenças agudas e crônicas no decorrer da vida, sendo que o estilo de vida adotado influencia diretamente nesse contexto. O objetivo deste estudo foi associar o índice de massa corporal, a jornada de trabalho e nível de atividade física dos servidores do Hemocentro do Hospital Universitário de Maringá. Esta pesquisa caracteriza-se do tipo transversal, contando com a participação de 32 servidores. Os dados foram analisados por estatística descritiva de frequência absoluta e percentual, e o Teste Qui-Quadrado para associação das variáveis por meio do pacote estatístico SPSS, adotando um p< 0,05. Nos resultados encontrados, 56,2% dos servidores foram classificados como não ativos, e 28,1% foram classificados com sobrepeso. Diante deste estudo pode-se verificar a importância de programas de intervenção no ambiente de trabalho, como ginástica laboral durante a jornada...
This study aimed to conduct a systematic review of publications addressing the multidisciplinary ... more This study aimed to conduct a systematic review of publications addressing the multidisciplinary treatment of obesity in Brazil and analyze their main results. A search was conducted in the databases SciELO, Lilacs, and Pubmed/Medline using the following search terms: 'obesidade', 'intervenção', 'tratamento', 'Brasil', for the search in Portuguese, and 'obesity', 'intervention', 'treatment', 'Brazil', for the search in English. Based on these terms, the following combination of words was used: 'Intervenção multiprofissional da obesidade', 'tratamento multidisciplinar da obesidade, tratamento multiprofissional da obesidade' and 'multidisciplinary obesity intervention', 'multidisciplinary obesity treatment', 'Multiprofessional obesity treatment'. Inclusion criteria were as follows: original studies carried out in Brazil involving human beings and that reported an intervention includ...
Background: Studies have demonstrated the positive effects of physical activity on cardiovascular... more Background: Studies have demonstrated the positive effects of physical activity on cardiovascular risk factors. Longitudinal studies using modeled trajectories are necessary to understand patterns of physical activity and association with cardiovascular risk factors.Objective: To analyze the association between sports practice in young people and current physical activity with the trajectory of cardiovascular risk factors in workers at a public hospital.Methods: Four hundred and seventeen workers was followed for four years reporting Physical Activity, health status, lifestyle behaviors and socio-demographic characteristics. Group-based trajectory modeling identified the trajectories of PA and associations with time-stable and time-varying covariates. We considered a range of sociodemographic and health and lifestyle factors as potential covariates.Results: The results shows the association between participation in sports activities in youth and current physical activity and traject...
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