应用朴素贝叶斯技术研究13-18岁伊朗学生营养、休闲和体育活动与促进心理健康的关系

مریم جهانبخش, عسل آقاداودیان جلفائی, رویا کلیشادی, محمد ستاری
{"title":"应用朴素贝叶斯技术研究13-18岁伊朗学生营养、休闲和体育活动与促进心理健康的关系","authors":"مریم جهانبخش, عسل آقاداودیان جلفائی, رویا کلیشادی, محمد ستاری","doi":"10.29252/JMIS.6.4.42","DOIUrl":null,"url":null,"abstract":"Aim: Children and adolescents are vulnerable to mental disorders. Therefore, identifying the factors affecting this type of disorder in adolescents can be an important step in preventing and controlling these diseases, especially in their early stages, and data mining science can be effective in solving this problem. Methods: The data of the present applied research were collected from the information of 14274 students aged 7 to 18 years registered in the database of the Institute for Primary Prevention of Non-Communicable Diseases of Isfahan University of Medical Sciences. The sample size by using purposive sampling was 5283 students. The data collection tool was the Caspian Questionnaire. For determining the relationship between variables, the simple Bayesian classification method is used. The data were analyzed by RapidMiner software. Results: In the northern regions, high (daily) consumption of dairy products (milk, yogurt, and cheese), in the southern and central regions high consumption of lunch per week, and in the western regions high consumption of fresh vegetables and cooking are the most important factors affecting ideal mental health. In all four areas, more than half of people with ideal mental health exercise a lot at school each week. Also, the average time of working with computer per week is the most important factor that has a negative impact on mental health. Conclusion: By examining different areas, the most important factors affecting ideal mental health are nutrition. This shows the importance of the impact of nutrition on this issue. Therefore, making appropriate decisions in the field of nutrition can play an important role in improving the mental health of society and it will lead to improving the performance of individuals in society.","PeriodicalId":231482,"journal":{"name":"Journal of Modern Medical Information Sciences","volume":"55 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2020-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Studying the relationship between nutrition, leisure and physical activity with promoting mental health of 13-18-year-old students in Iran using Naive Bayes technique\",\"authors\":\"مریم جهانبخش, عسل آقاداودیان جلفائی, رویا کلیشادی, محمد ستاری\",\"doi\":\"10.29252/JMIS.6.4.42\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Aim: Children and adolescents are vulnerable to mental disorders. Therefore, identifying the factors affecting this type of disorder in adolescents can be an important step in preventing and controlling these diseases, especially in their early stages, and data mining science can be effective in solving this problem. Methods: The data of the present applied research were collected from the information of 14274 students aged 7 to 18 years registered in the database of the Institute for Primary Prevention of Non-Communicable Diseases of Isfahan University of Medical Sciences. The sample size by using purposive sampling was 5283 students. The data collection tool was the Caspian Questionnaire. For determining the relationship between variables, the simple Bayesian classification method is used. The data were analyzed by RapidMiner software. Results: In the northern regions, high (daily) consumption of dairy products (milk, yogurt, and cheese), in the southern and central regions high consumption of lunch per week, and in the western regions high consumption of fresh vegetables and cooking are the most important factors affecting ideal mental health. In all four areas, more than half of people with ideal mental health exercise a lot at school each week. Also, the average time of working with computer per week is the most important factor that has a negative impact on mental health. Conclusion: By examining different areas, the most important factors affecting ideal mental health are nutrition. This shows the importance of the impact of nutrition on this issue. Therefore, making appropriate decisions in the field of nutrition can play an important role in improving the mental health of society and it will lead to improving the performance of individuals in society.\",\"PeriodicalId\":231482,\"journal\":{\"name\":\"Journal of Modern Medical Information Sciences\",\"volume\":\"55 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2020-12-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Journal of Modern Medical Information Sciences\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.29252/JMIS.6.4.42\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Modern Medical Information Sciences","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.29252/JMIS.6.4.42","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

摘要

目的:儿童和青少年易患精神障碍。因此,识别影响青少年这类障碍的因素可能是预防和控制这些疾病的重要一步,特别是在其早期阶段,数据挖掘科学可以有效地解决这一问题。方法:本应用研究的数据来源于伊斯法罕医科大学非传染性疾病初级预防研究所数据库中登记的14274名7 ~ 18岁学生的信息。目的抽样的样本量为5283名学生。数据收集工具是凯斯宾问卷。为了确定变量之间的关系,使用简单贝叶斯分类方法。数据通过RapidMiner软件进行分析。结果:北部地区乳制品(牛奶、酸奶、奶酪)的高(日)消费量,南部和中部地区每周午餐的高消费量,西部地区新鲜蔬菜和烹饪的高消费量是影响理想心理健康的最重要因素。在所有四个方面,超过一半的心理健康状况良好的人每周在学校进行大量锻炼。此外,每周使用电脑的平均时间是对心理健康产生负面影响的最重要因素。结论:通过对不同领域的考察,影响理想心理健康的最重要因素是营养。这显示了营养对这个问题的影响的重要性。因此,在营养领域做出适当的决策可以在改善社会心理健康方面发挥重要作用,并将导致提高个人在社会中的表现。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
Studying the relationship between nutrition, leisure and physical activity with promoting mental health of 13-18-year-old students in Iran using Naive Bayes technique
Aim: Children and adolescents are vulnerable to mental disorders. Therefore, identifying the factors affecting this type of disorder in adolescents can be an important step in preventing and controlling these diseases, especially in their early stages, and data mining science can be effective in solving this problem. Methods: The data of the present applied research were collected from the information of 14274 students aged 7 to 18 years registered in the database of the Institute for Primary Prevention of Non-Communicable Diseases of Isfahan University of Medical Sciences. The sample size by using purposive sampling was 5283 students. The data collection tool was the Caspian Questionnaire. For determining the relationship between variables, the simple Bayesian classification method is used. The data were analyzed by RapidMiner software. Results: In the northern regions, high (daily) consumption of dairy products (milk, yogurt, and cheese), in the southern and central regions high consumption of lunch per week, and in the western regions high consumption of fresh vegetables and cooking are the most important factors affecting ideal mental health. In all four areas, more than half of people with ideal mental health exercise a lot at school each week. Also, the average time of working with computer per week is the most important factor that has a negative impact on mental health. Conclusion: By examining different areas, the most important factors affecting ideal mental health are nutrition. This shows the importance of the impact of nutrition on this issue. Therefore, making appropriate decisions in the field of nutrition can play an important role in improving the mental health of society and it will lead to improving the performance of individuals in society.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
Recognizing the factors affecting the satisfaction of students of Hormozgan University of Medical Sciences: A qualitative study Advanced cardiopulmonary resuscitation updates 2020: a narrative review Design and implementation of tools for rapid assessment of the status of documentation of emergency department' physicians The acceptance model of e-learning during the coronavirus pandemic Investigating Barriers and Providing an Appropriate Model for Establishing Total Quality Management: A Case Study in Hospitals
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1