Cyberbullying Detection on Social Media Using Stacking Ensemble Learning and Enhanced BERT DOI Creative Commons
Amgad Muneer, Ayed Alwadain, Mohammed Gamal Ragab

et al.

Information, Journal Year: 2023, Volume and Issue: 14(8), P. 467 - 467

Published: Aug. 18, 2023

The prevalence of cyberbullying on Social Media (SM) platforms has become a significant concern for individuals, organizations, and society as whole. early detection intervention social media are critical to mitigating its harmful effects. In recent years, ensemble learning shown promising results detecting media. This paper presents an stacking approach Twitter using combination Deep Neural Network methods (DNNs). It also introduces BERT-M, modified BERT model. dataset used in this study was collected from preprocessed remove irrelevant information. feature extraction process involved utilizing word2vec with Continuous Bag Words (CBOW) form the weights embedding layer. These features were then fed into convolutional pooling mechanism, effectively reducing their dimensionality, capturing position-invariant characteristics offensive words. validation proposed stacked model BERT-M performed well-known evaluation measures. achieved F1-score 0.964, precision 0.950, recall 0.92 time reported 3 min, which surpasses previously accuracy speed scores all known NLP detectors cyberbullying, including standard BERT-M. experiment showed that 97.4% 90.97% combined Facebook dataset. demonstrate effectiveness SM highlight importance combining multiple models improved performance.

Language: Английский

Depression and social anxiety in relation to problematic TikTok use severity: The mediating role of boredom proneness and distress intolerance DOI
Nisha Yao, Jing Chen, Siyuan Huang

et al.

Computers in Human Behavior, Journal Year: 2023, Volume and Issue: 145, P. 107751 - 107751

Published: March 21, 2023

Language: Английский

Citations

27

Screen Time and Its Health Consequences in Children and Adolescents DOI Creative Commons
Nikos Priftis, Demosthenes B. Panagiotakos

Children, Journal Year: 2023, Volume and Issue: 10(10), P. 1665 - 1665

Published: Oct. 8, 2023

Nowadays, children and adolescents are exposed to digital media (DM) from an early age. Therefore, specific guidelines have been published by the World Health Organization, whose aim is limit daily screen time (ST) viewing. However, during COVID-19 pandemic, a rise in DM use, consequently ST viewing, was observed. More more aspects of modern life thought be affected excessive Accordingly, this review document health effects viewing on adolescents. A narrative performed searchable databases. In total, 43 original articles were considered. Excessive correlated with increased risk for obesity other cardiometabolic factors, mental health, unhealthy dietary habits eating disorders, problems development child–parent relationships. Sleep, physical activity, eyesight, headaches, musculoskeletal system negatively as well. effect weighted type used way types used. Other confounding factors reported. There evidence suggest negative correlation between youth exists. Nevertheless, research needed if established.

Language: Английский

Citations

26

Revitalizing local wisdom within character education through ethnopedagogy apporach: A case study on a preschool in Yogyakarta DOI Creative Commons
Syahria Anggita Sakti,

Suwardi Endraswara,

Arif Rohman

et al.

Heliyon, Journal Year: 2024, Volume and Issue: 10(10), P. e31370 - e31370

Published: May 1, 2024

Ethnopedagogy serves as an educational approach capable of reshaping societal dynamics by preserving cultural values, thereby reinforcing a multicultural national identity. This study explored the potential ethnopedagogy in revitalizing local wisdom within early childhood character education Indonesia. case was performed at Pertiwi Kindergarten Puro Pakualaman, Yogyakarta, Data were gained through interviews and document analysis with teachers, parents, school principals. Research data checked for validity using triangulation. The research findings demonstrated that enhanced children's awareness culture nurtures development integrating values into learning process. Furthermore, involving communities improved community engagement journey, bolstering sense ownership over or environment, strengthening social networks community. is recommended to apply develop utilization wisdom.

Language: Английский

Citations

14

Connections between Parental Phubbing and Electronic Media Use in Young Children: The Mediating Role of Parent–Child Conflict and Moderating Effect of Child Emotion Regulation DOI Creative Commons
Xiaocen Liu, Shuliang Geng, Lei Tong

et al.

Behavioral Sciences, Journal Year: 2024, Volume and Issue: 14(2), P. 119 - 119

Published: Feb. 6, 2024

In this digital age, where parental attention is often diverted by engagement, the phenomenon of “parental phubbing,” defined as parents ignoring their children in favor mobile devices, scrutinized for its potential impact on child development. This study, utilizing questionnaire data from 612 and Structural Equation Modeling (SEM) with moderated mediation, examines association between phubbing young children’s electronic media use. The findings revealed a correlation increased use children. Parent–child conflict, informed instances phubbing, was identified partial mediator relation. Notably, emotion regulation emerged moderating factor, adept linked to reduced adverse effects improved relational harmony. These underscore importance awareness behaviors benefits fostering robust parent–child relationships supporting emotional nurture well-adjusted “digital citizens” contemporary landscape.

Language: Английский

Citations

10

Distinguishing Between Effectual, Ineffectual, and Problematic Smartphone Use: A Comprehensive Review and Conceptual Pathways Model for Future Research DOI Creative Commons
Saqib Nawaz

Computers in Human Behavior Reports, Journal Year: 2024, Volume and Issue: 14, P. 100424 - 100424

Published: May 1, 2024

Smartphones are ubiquitous and offer numerous benefits in daily life. However, the ongoing excessive use of smartphones has been associated with a range adverse effects, capturing attention researchers worldwide. While higher smartphone is often seen as potentially compulsive or addictive, it essential to recognise that not all inherently problematic; practical reasons can also contribute increased usage. Consequently, distinguishing between purposeful productive harmful behaviours essential. Existing research recognises differences usage but lacks depth its exploration. There notable demand for in-depth studies distinguish problematic examine what drives transition these behaviours. this review critically examines prior explain distinctions among various types explore characteristics, reasons, causes, consequences This article introduces an Integrative Pathway Model (IPM), conceptual framework designed behind individuals' active use. It delves into specific gratifications users seek from their investigates factors may influence motivations and, consequently, affect highlights three distinct yet mutually exclusive use-related pathways: effectual use, ineffectual contributes enhancing understanding Problematic Smartphone Use Dependence (PSUD) by probing multifaceted interplay individual social dynamics, environmental factors. need multi-dimensional approach usage, acknowledging does always signify behaviour. emphasises increasing strategies effectively manage PSUD.

Language: Английский

Citations

9

Prevalence and Patterns of Social Media Use in Early Adolescents DOI Creative Commons
Jason M. Nagata,

Zain Memon,

Jonanne Talebloo

et al.

Academic Pediatrics, Journal Year: 2025, Volume and Issue: unknown, P. 102784 - 102784

Published: Jan. 1, 2025

To describe patterns of social media use, including underage (under 13 years) use and sex differences, in a diverse, national sample early adolescents the U.S. We analyzed data Adolescent Brain Cognitive Development Study (2019-2021, Year 3), which includes Specifically, using chi-squared t-tests, we compared across demographic characteristics stratified by age sex. In 10,092 11-to-15-year-old adolescents, 69.5% had at least one account; among users, most common platforms were TikTok (67.1%), YouTube (64.7%), Instagram (66.0%). A majority (63.8%) participants under years (minimum requirement) reported use. Under-13 users an average 3.38 accounts, with 68.2% having accounts 39.0% saying was site they used most. Females higher TikTok, Snapchat, Instagram, Pinterest, while males Reddit. Additionally, 6.3% secret account hidden from their parents' knowledge. Our findings reveal high prevalence rate adolescence. These can inform current policies legislation aimed more robust verification measures, minimum requirements, enhancement parental controls on media. Clinicians counsel about potential risks adolescent old accounts.

Language: Английский

Citations

1

Perceived body size across sex and weight categories and its association with body size dissatisfaction: a cross-sectional study among early primary school children in Norway DOI Creative Commons
Tove L. Drilen, Trine Tetlie Eik‐Nes, Ellen Margrete Iveland Ersfjord

et al.

BMC Public Health, Journal Year: 2025, Volume and Issue: 25(1)

Published: March 31, 2025

Abstract Background Inaccurate perceptions of body size, known as size misperception (BSM), may be linked to dissatisfaction (BSD) and unhealthy eating behaviours. However, these associations remain inconclusive not fully understood in young children. This study aimed investigate the prevalence BSM across sex weight categories further assess association between BSD 8–to 9-year-old Methods cross-sectional 209 primary school children (51% boys) from central Norway was performed during national height screening program third grade. Researcher-assisted questionnaires Stunkard’s figure rating scales adapted for were used two dimensions image: (perceived-actual size) (perceived-ideal size). The agreement children's ideal actual also evaluated (actual-ideal Associations examined by multinomial logistic regression, adjusting sex, Body Mass Index (BMI), socioeconomic status, ethnicity, residence. Results frequently observed (81%), with most overestimating their (67%). Boys tended overestimate more (75% vs. 59%, p = 0.014) indicated a larger mean than girls (silhouette fig. 4.2 [95% CI 4.0, 4.5] 3.9 3.7, 4.1], 0.012). According BMI, overestimation common among underweight (100%) average (78%), whereas underestimation prevalent overweight/obesity (59%). Although 23% desired at least one smaller or perceived interpreted BSD, no difference 4.1 both groups). No significant found either (OR 1.32 0.33, 5.32]) 0.99 0.38, 2.58]) size. Conclusions all misperceived toward status overweight being reported. however, long-term health consequences should elucidated.

Language: Английский

Citations

1

How do social media influencers change adolescents’ behavior? An evidence from Middle East Countries DOI Creative Commons
Abdullah M. Al-Ansi, Manar Hazaimeh, Aseel Hendi

et al.

Heliyon, Journal Year: 2023, Volume and Issue: 9(5), P. e15983 - e15983

Published: April 30, 2023

Social Media Influencers (SMIs) refer to content creators, entertainment and art vloggers, online gamers, streamers any other activities related social media. SMIs have gained significant portion of media today replacing tradition increasingly interacting in education, economy world. The aim this study is investigate the influence on adolescents' behavior including intellectual, social, ethical healthy aspects from perception perspectives Middle East countries. Online survey included 27 items was structured distributed five By using convenience sampling, 1612 adolescents (aged 12–22) completed questionnaire. Results revealed that positive impact intellectual aspect while also but negative with different degrees health Facebook, what's app Instagram were most dominants platforms used among This yields major theoretical contribution as it explores building examination tool based characteristics culture region.

Language: Английский

Citations

22

The Impact of Anorexia Nervosa and the Basis for Non-Pharmacological Interventions DOI Open Access
Vicente Javier Clemente‐Suárez,

Maria Isabel Ramírez-Goerke,

Laura Redondo-Flórez

et al.

Nutrients, Journal Year: 2023, Volume and Issue: 15(11), P. 2594 - 2594

Published: June 1, 2023

Anorexia nervosa is a psychiatric disorder with an unknown etiology that characterized by individual’s preoccupation their weight and body structure while denying the severity of low weight. Due to fact anorexia multifaceted may indicate coexistence genetic, social, hormonal, disorders, description non-pharmacological interventions can be used ameliorate or reduce symptoms this condition. Consequently, purpose present narrative review describe profile’s context in anorexic person as well support they would require from family environment. In addition, it aimed at examining preventative interventions, such nutritional physical activity psychological psychosocial therapy interventions. To reach aims, critical was conducted utilizing both primary sources, scientific publications, secondary bibliographic indexes, web pages, databases. Nutritional include education individualized treatment for each patient, allowing patients perform controlled activity, evaluation existence other management relationship between patient social media relaxation massages exercises relieve pain. All these need based on patient’s needs.

Language: Английский

Citations

18

Mapping the scholarly landscape of TikTok (Douyin): A bibliometric exploration of research topics and trends DOI Creative Commons
Abderahman Rejeb, Karim Rejeb, Andrea Appolloni

et al.

Digital Business, Journal Year: 2024, Volume and Issue: 4(1), P. 100075 - 100075

Published: Feb. 22, 2024

The TikTok platform has become widely popular among younger generations and influenced various industries aspects of life. This systematic literature review, using bibliometric methods, aims to examine the evolution research from its initial development current status. A total 402 journal articles 2019 2022 were systematically selected Web Science Core Collection. Descriptive statistical analysis identified most contributing academic institutions, nations, journals, scholars, influential studies. Using CiteSpace, three visualization types implemented: cluster views, timezone timeline views. study results indicate that several clusters exist, which summarize important topics such as platform's overall impact on society, politics, culture, well human-centric issues social attachment, functional tics, their implications for public health. According co-word analysis, revolves around body consciousness, behavior, consumer news media. comprehensive mapping provides valuable insights into state knowledge identifies numerous relevant technical areas future investigation. As first review research, this offers an foundation scholarly inquiry in areas.

Language: Английский

Citations

8