Characteristics of Internet Addiction Tendency in Sleeping Status and Lifestyle Behaviors among Junior and High School Students using Decision Tree Analysis

  The measure against the excessive use of the Internet by children is the urgent issue in the worldwide. On that occasion, it has been pointed out that the necessity to provide children with opportunities to become aware of their own situation. Therefore, this study aimed to clarify the characteris...

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Published inJapanese Journal of Health Education for Children Vol. 8; no. 2; pp. 61 - 70
Main Authors Shikano, Akiko, Imai, Natsuko, Noi, Shingo, Katsuzaki, Yumi
Format Journal Article
LanguageJapanese
Published The Japanese Society of Health Education of Children 2023
日本幼少児健康教育学会
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Online AccessGet full text
ISSN2189-6356
2435-2322
DOI10.34392/healtheduchild.8.2_61

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Abstract   The measure against the excessive use of the Internet by children is the urgent issue in the worldwide. On that occasion, it has been pointed out that the necessity to provide children with opportunities to become aware of their own situation. Therefore, this study aimed to clarify the characteristics of Internet dependence tendencies expressed in the sleeping conditions and lifestyle behaviors of junior and high school students as the first work of creating materials to help children recognize their own Internet dependence tendencies. The subjects were children enrolled in four private junior high schools and for private high schools in Kanagawa Prefecture, and data from 3,649 students (valid response rate: 99.5%) with no missing responses were used in the analysis. The survey period was from May to July 2020, during the period of self-restraint to prevent new coronavirus infection and during staggered/dispersed school attendance. In this study, we obtained responses regarding Internet addiction tendency, sleep status, and daily life behavior using Google Form-based unregistered web survey (6 schools) or unregistered questionnaire survey (2 schools). As a result, it was confirmed that the proportion of Internet addiction in the subjects was less pathological internet use, but the addiction tendency including excessive internet use was not much different from the results of the previous study. In addition, in the examination of the relationship between sleep status/living behavior and Internet addiction tendency by decision tree analysis, sleeping status such as “struggling to wake up in the morning” and “getting sleepy during the day” were confirmed. Similarly, behavior associated with smartphone such as “checking one’s smartphone immediately after waking up”, “bringing smartphone to the toilet” and “bringing smartphone to the bed” were confirmed. Not only that, behavior not associated with smartphone use, such as “struggling to remember simple Chinese characters,” “forgetting a lot of things,” and “talking to one’s self” were also confirmed. In the future, the challenges are to improve the accuracy of the materials to help children recognize their own Internet dependence tendencies and to verify this material practically.
AbstractList   The measure against the excessive use of the Internet by children is the urgent issue in the worldwide. On that occasion, it has been pointed out that the necessity to provide children with opportunities to become aware of their own situation. Therefore, this study aimed to clarify the characteristics of Internet dependence tendencies expressed in the sleeping conditions and lifestyle behaviors of junior and high school students as the first work of creating materials to help children recognize their own Internet dependence tendencies. The subjects were children enrolled in four private junior high schools and for private high schools in Kanagawa Prefecture, and data from 3,649 students (valid response rate: 99.5%) with no missing responses were used in the analysis. The survey period was from May to July 2020, during the period of self-restraint to prevent new coronavirus infection and during staggered/dispersed school attendance. In this study, we obtained responses regarding Internet addiction tendency, sleep status, and daily life behavior using Google Form-based unregistered web survey (6 schools) or unregistered questionnaire survey (2 schools). As a result, it was confirmed that the proportion of Internet addiction in the subjects was less pathological internet use, but the addiction tendency including excessive internet use was not much different from the results of the previous study. In addition, in the examination of the relationship between sleep status/living behavior and Internet addiction tendency by decision tree analysis, sleeping status such as “struggling to wake up in the morning” and “getting sleepy during the day” were confirmed. Similarly, behavior associated with smartphone such as “checking one’s smartphone immediately after waking up”, “bringing smartphone to the toilet” and “bringing smartphone to the bed” were confirmed. Not only that, behavior not associated with smartphone use, such as “struggling to remember simple Chinese characters,” “forgetting a lot of things,” and “talking to one’s self” were also confirmed. In the future, the challenges are to improve the accuracy of the materials to help children recognize their own Internet dependence tendencies and to verify this material practically.
Author Imai, Natsuko
Shikano, Akiko
Katsuzaki, Yumi
Noi, Shingo
Author_FL 鹿野 晶子
今井 夏子
Katsuzaki Yumi
野井 真吾
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  fullname: Shikano, Akiko
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  fullname: Noi, Shingo
  organization: Nippon Sport Science University
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  fullname: Katsuzaki, Yumi
  organization: Hosei University Daini Junior & Senior High School
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References Alimoradi Z, Lin CY, Broström A, Bülow PH, Bajalan Z, Griffiths MD, Ohayon MM and Pakpour AH(2019)Internet addiction and sleep problems: A systematic review and meta-analysis,Sleep Medicine Reviews, 47,51-61
厚生労働省(2021)第2回ゲーム依存症対策関係者会議議事録.https://www.mhlw.go.jp/content/12205250/000781516.pdf(アクセス日:2021年12月13日)注記:障害保健福祉部精神・障害保健課依存症対策推進室作成の議事録「有識者のプレゼンテーション,意見交換 久里浜医療センター 樋口進院長」から抜粋したものである
世田谷区教育委員会(2020)世田谷3快プログラム(快眠・快食・快運動)「子どもの健康に関する調査」「子どものからだの調査」2018年度報告書
酒井郷平,塩田真吾(2018a)中学生を対象としたインターネット依存傾向への自覚を促す情報モラル授業の開発と評価~子ども自身による「インターネット依存度合い表」の作成を通して~,コンピューター&コミュニケーション,44,42-47
杉山正明(2017)「保健体育科における保健授業の現状と改善の方策」について,体育科教育学研究,33,67-72
Ishihama K, Shikano A and Noi S(2020)What Japanese children actually do and what they wish to do in their free time, Child Care in Practice
https://www.med.tottori-u.ac.jp/files/45142.pdf(アクセス日:2021年12月6日)注記:「平成29年度厚生労働科学研究費補助金(循環器疾患・糖尿病等生活習慣病対策総合研究事業)」(研究代表者;尾崎米厚氏)のものである
野井真吾(2016)保育・教育現場等とのコラボレーションからみた発育発達研究の課題,子どもと発育発達,14,26-32
Chen YI and Gau SSF(2016)Sleep problems and internet addiction among children and adolescents : A longitudinal study, Journal of Sleep Research, 25, 458-465
Lin F, Zhou Y, Du Y, Qin L, Zhao Z, Xu J and Lei H(2012)Abnormal white matter integrity in adolescents with internet addiction disorder: A tract-based spatial statistics study, PLoS ONE, 7, 1-10
Young KS(1998)Caught in the Net: How to recognize the signs of Internet Addiction and a winning strategy for recovery, John Wiley & Sons
渡辺 晃,田中 良,田邉弘祐,鹿野晶子,野井真吾(2020)小学4年生を対象とした睡眠の「みえる化」実践の効果検証,日本幼少児健康教育学会誌,6,31-48
WHO(2019)ICD-11 for Mortality and Morbidity Statistics, 6C51 Gaming disorder
佐久間浩美(2020)中学生のSNS及びインターネット利用の実態に関する検討,了徳寺大学研究紀要,14, 45-53
酒井郷平,塩田真吾(2018b)中学生のインターネット依存傾向の改善における「自律的な利用」の有効性に関する調査研究,コンピューター&コミュニケーション,45,97-102
野井真吾(2017)子どもの“からだ”の現状からみる「からだの学習」の重要性,体育科教育学研究,33,81-88
総務省(2014)平成26年版情報通信白書.https://www.soumu.go.jp/johotsusintokei/whitepaper/ja/h26/pdf/26honpen.pdf(アクセス日:2022年1月14日)
河邉憲太郎(2019)思春期におけるインターネット依存の現状と関連因子,児童青年精神医学とその近接領域,60,22-28
松村真紀子(2015)子どもをめぐるインターネット環境の変化:新聞記事(2007年~2015年)の分析,埼玉学園大学紀要人間学部篇,15,165-178
日本学校保健会(2020)平成30年度・令和元年度児童生徒の健康状態サーベイランス事業報告書
Noi S, Shikano A, Tanaka R, Tanabe K, Enomoto N, Kidokoro T, Yamada N and Yoshinaga M(2021)The pathways linking to sleep habits among children and adolescents: A complete survey at Setagaya-ku, Tokyo, International Journal of Environmental Research and Public Health, 18, 6309
田中綾帆,野井真吾(2017)中高生のインターネット依存傾向と視機能,睡眠状況,疲労自覚症状との関連,日本幼少児健康教育学会誌,3,5-16
稲垣俊介,和田裕一,堀田龍也(2017)高校生における対人依存欲求とインターネット利用の性差との関係,日本教育工学会論文誌41(Suppl.),89-92
Takeuchi H,Taki Y,Asano K,Asano M,Sassa Y,Yokoto S,Kotozaki Y,Nouchi R,Kawashima R(2018)Impact of frequency of internet use on development of brain structures and verbal intelligence: Longitudinal analyses,Human Brain Mapping,39, 4471-4479
子どものからだと心・連絡会議,日本体育大学体育研究所(2021)「子どものからだと心に関する緊急調査」結果報告書.http://kodomonokaradatokokoro.com/images/20210119.pdf(アクセス日:2022年3月13日)
厚生労働省研究班(2018)飲酒や喫煙等の実態調査と生活習慣病予防のための減酒の効果的な介入方法の開発に関する研究
https://icd.who.int/browse11/l-m/en#/http%3a%2f%2fid.who.int%2ficd%2fentity%2f1448597234(アクセス日:2022年8月25日)
樋口進(2019)ネット依存とゲーム障害,少年写真新聞社,56-57
Mylona I, Emmanouil SD, Georgianna-Despoina SD, Tsinopoulos I and Glynatsis M(2020)The impact of internet and videogaming addiction on adolescent vision: A review of the literature,frontiers in public health,8,63
田中綾帆,野井真吾(2016)「ノーメディア」の取り組みが中学生の睡眠状況・疲労自覚症状におよぼす効果検証,発育発達研究,73,1-12
徐広孝(2020)分割点を決めるための決定木分析の活用法,子どもと発育発達,18,3,211-216
野井真吾,鹿野晶子(2020)子どもにおけるメラトニン分泌パタンの予測変数の検討,発育発達研究,80,9-16
Guerrero MD, Vanderloo LM, Rhodes RE, Faulkner G, Moore SA and Trembley MS(2020)Canadian children's adherence to the 24-h movement guidelines during the COVID-19 pandemic :A decision tree analysis, Journal of Sport and Health Science,9,313-321
References_xml – reference: Noi S, Shikano A, Tanaka R, Tanabe K, Enomoto N, Kidokoro T, Yamada N and Yoshinaga M(2021)The pathways linking to sleep habits among children and adolescents: A complete survey at Setagaya-ku, Tokyo, International Journal of Environmental Research and Public Health, 18, 6309
– reference: Ishihama K, Shikano A and Noi S(2020)What Japanese children actually do and what they wish to do in their free time, Child Care in Practice
– reference: Takeuchi H,Taki Y,Asano K,Asano M,Sassa Y,Yokoto S,Kotozaki Y,Nouchi R,Kawashima R(2018)Impact of frequency of internet use on development of brain structures and verbal intelligence: Longitudinal analyses,Human Brain Mapping,39, 4471-4479
– reference: 野井真吾(2016)保育・教育現場等とのコラボレーションからみた発育発達研究の課題,子どもと発育発達,14,26-32
– reference: Alimoradi Z, Lin CY, Broström A, Bülow PH, Bajalan Z, Griffiths MD, Ohayon MM and Pakpour AH(2019)Internet addiction and sleep problems: A systematic review and meta-analysis,Sleep Medicine Reviews, 47,51-61
– reference: 子どものからだと心・連絡会議,日本体育大学体育研究所(2021)「子どものからだと心に関する緊急調査」結果報告書.http://kodomonokaradatokokoro.com/images/20210119.pdf(アクセス日:2022年3月13日)
– reference: 河邉憲太郎(2019)思春期におけるインターネット依存の現状と関連因子,児童青年精神医学とその近接領域,60,22-28
– reference: 厚生労働省研究班(2018)飲酒や喫煙等の実態調査と生活習慣病予防のための減酒の効果的な介入方法の開発に関する研究.
– reference: 杉山正明(2017)「保健体育科における保健授業の現状と改善の方策」について,体育科教育学研究,33,67-72
– reference: Guerrero MD, Vanderloo LM, Rhodes RE, Faulkner G, Moore SA and Trembley MS(2020)Canadian children's adherence to the 24-h movement guidelines during the COVID-19 pandemic :A decision tree analysis, Journal of Sport and Health Science,9,313-321
– reference: 徐広孝(2020)分割点を決めるための決定木分析の活用法,子どもと発育発達,18,3,211-216
– reference: 厚生労働省(2021)第2回ゲーム依存症対策関係者会議議事録.https://www.mhlw.go.jp/content/12205250/000781516.pdf(アクセス日:2021年12月13日)注記:障害保健福祉部精神・障害保健課依存症対策推進室作成の議事録「有識者のプレゼンテーション,意見交換 久里浜医療センター 樋口進院長」から抜粋したものである.
– reference: 野井真吾,鹿野晶子(2020)子どもにおけるメラトニン分泌パタンの予測変数の検討,発育発達研究,80,9-16
– reference: 松村真紀子(2015)子どもをめぐるインターネット環境の変化:新聞記事(2007年~2015年)の分析,埼玉学園大学紀要人間学部篇,15,165-178
– reference: 世田谷区教育委員会(2020)世田谷3快プログラム(快眠・快食・快運動)「子どもの健康に関する調査」「子どものからだの調査」2018年度報告書
– reference: 渡辺 晃,田中 良,田邉弘祐,鹿野晶子,野井真吾(2020)小学4年生を対象とした睡眠の「みえる化」実践の効果検証,日本幼少児健康教育学会誌,6,31-48
– reference: 樋口進(2019)ネット依存とゲーム障害,少年写真新聞社,56-57
– reference: 酒井郷平,塩田真吾(2018b)中学生のインターネット依存傾向の改善における「自律的な利用」の有効性に関する調査研究,コンピューター&コミュニケーション,45,97-102
– reference: 総務省(2014)平成26年版情報通信白書.https://www.soumu.go.jp/johotsusintokei/whitepaper/ja/h26/pdf/26honpen.pdf(アクセス日:2022年1月14日)
– reference: Lin F, Zhou Y, Du Y, Qin L, Zhao Z, Xu J and Lei H(2012)Abnormal white matter integrity in adolescents with internet addiction disorder: A tract-based spatial statistics study, PLoS ONE, 7, 1-10
– reference: WHO(2019)ICD-11 for Mortality and Morbidity Statistics, 6C51 Gaming disorder
– reference: 稲垣俊介,和田裕一,堀田龍也(2017)高校生における対人依存欲求とインターネット利用の性差との関係,日本教育工学会論文誌41(Suppl.),89-92
– reference: 野井真吾(2017)子どもの“からだ”の現状からみる「からだの学習」の重要性,体育科教育学研究,33,81-88
– reference: 佐久間浩美(2020)中学生のSNS及びインターネット利用の実態に関する検討,了徳寺大学研究紀要,14, 45-53
– reference: 田中綾帆,野井真吾(2017)中高生のインターネット依存傾向と視機能,睡眠状況,疲労自覚症状との関連,日本幼少児健康教育学会誌,3,5-16
– reference: Young KS(1998)Caught in the Net: How to recognize the signs of Internet Addiction and a winning strategy for recovery, John Wiley & Sons
– reference: 日本学校保健会(2020)平成30年度・令和元年度児童生徒の健康状態サーベイランス事業報告書
– reference: 酒井郷平,塩田真吾(2018a)中学生を対象としたインターネット依存傾向への自覚を促す情報モラル授業の開発と評価~子ども自身による「インターネット依存度合い表」の作成を通して~,コンピューター&コミュニケーション,44,42-47
– reference: Mylona I, Emmanouil SD, Georgianna-Despoina SD, Tsinopoulos I and Glynatsis M(2020)The impact of internet and videogaming addiction on adolescent vision: A review of the literature,frontiers in public health,8,63
– reference: 田中綾帆,野井真吾(2016)「ノーメディア」の取り組みが中学生の睡眠状況・疲労自覚症状におよぼす効果検証,発育発達研究,73,1-12
– reference: https://www.med.tottori-u.ac.jp/files/45142.pdf(アクセス日:2021年12月6日)注記:「平成29年度厚生労働科学研究費補助金(循環器疾患・糖尿病等生活習慣病対策総合研究事業)」(研究代表者;尾崎米厚氏)のものである.
– reference: Chen YI and Gau SSF(2016)Sleep problems and internet addiction among children and adolescents : A longitudinal study, Journal of Sleep Research, 25, 458-465
– reference: https://icd.who.int/browse11/l-m/en#/http%3a%2f%2fid.who.int%2ficd%2fentity%2f1448597234(アクセス日:2022年8月25日)
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Snippet   The measure against the excessive use of the Internet by children is the urgent issue in the worldwide. On that occasion, it has been pointed out that the...
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SubjectTerms awareness
children
screen time
smartphone
visualization
みえる化
スクリーンタイム
スマートフォン
子ども
気づき
Title Characteristics of Internet Addiction Tendency in Sleeping Status and Lifestyle Behaviors among Junior and High School Students using Decision Tree Analysis
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