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Keywords = smartphone overuse

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17 pages, 1083 KB  
Article
Digital Competence as Psychological Defense: Impact of Digital Competence on Problematic Mobile Use Among Paraguayan University Students
by Derlis Cáceres Troche, Moussa Boumadan and Melchor Gómez
Behav. Sci. 2025, 15(12), 1687; https://doi.org/10.3390/bs15121687 - 5 Dec 2025
Cited by 1 | Viewed by 817
Abstract
University students’ excessive smartphone use has become a widespread concern due to its association with poor academic performance, mental health issues, and other negative outcomes, this study investigated whether digital competence (digital competence) can function as a psychological buffer against problematic mobile phone [...] Read more.
University students’ excessive smartphone use has become a widespread concern due to its association with poor academic performance, mental health issues, and other negative outcomes, this study investigated whether digital competence (digital competence) can function as a psychological buffer against problematic mobile phone use in a Latin American context. A cross-sectional survey of N = 500 Paraguayan undergraduates (aged 18–29, 61% female, from both public and private universities) was conducted. Students answered validated questionnaires on digital competence and problematic smartphone use, along with supplemental items about phone-related anxiety. Results: Higher digital competence was significantly associated with lower problematic use (Pearson r = −0.38, p < 0.001). Structural equation modeling confirmed that digital competence negatively predicted problematic smartphone use (standardized β = −0.42, p < 0.001), supporting its role as a protective factor. This relationship held for both male and female students. Our findings suggest that fostering college students’ digital competence may help inoculate them against unhealthy smartphone habits. Efforts to integrate digital competence training into university curricula and health promotion programs could be a practical strategy to curb smartphone overuse and its adverse effects on student well-being. Full article
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22 pages, 3004 KB  
Article
Integrated Sample to Detection of Carbapenem-Resistant Bacteria Extracted from Water Samples Using a Portable Gold Nanoparticle-Based Biosensor
by Kaily Kao and Evangelyn C. Alocilja
Sensors 2025, 25(17), 5293; https://doi.org/10.3390/s25175293 - 26 Aug 2025
Cited by 5 | Viewed by 1763
Abstract
Antimicrobial resistance (AMR) is a significant global threat and is driven by the overuse of antibiotics in both clinical and agricultural settings. This issue is further complicated by the lack of rapid surveillance tools to detect resistant bacteria in clinical, environmental, and food [...] Read more.
Antimicrobial resistance (AMR) is a significant global threat and is driven by the overuse of antibiotics in both clinical and agricultural settings. This issue is further complicated by the lack of rapid surveillance tools to detect resistant bacteria in clinical, environmental, and food systems. Of particular concern is the rise in resistance to carbapenems, a critical class of beta-lactam antibiotics. Rapid detection methods are necessary for prevention and surveillance effort. This study utilized a gold nanoparticle-based plasmonic biosensor to detect three CR genes: blaKPC-3, blaNDM-1, and blaOXA-1. Optical signals were analyzed using both a spectrophotometer and a smartphone app that quantified visual color changes using RGB values. This app, combined with a simple boiling method for DNA extraction and a portable thermal cycler, was used to evaluate the biosensor’s potential for POC use. Advantages of the portable bacterial detection device include real time monitoring for immediate decision-making in critical situations, field and on-site testing in resource-limited settings without needing to transport samples to a centralized lab, minimal training required, automatic data analysis, storage and sharing, and reduced operational cost. Bacteria were inoculated into sterile water, river water, and turkey rinse water samples to determine the biosensor’s success in detecting target genes from sample matrices. Magnetic nanoparticles were used to capture and concentrate bacteria to avoid time-consuming cultivation and separation steps. The biosensor successfully detected the target CR genes in all tested samples using three gene-specific DNA probes. Target genes were detected with a limit of detection of 2.5 ng/L or less, corresponding to ~103 CFU/mL of bacteria. Full article
(This article belongs to the Special Issue Optical Biosensors and Applications)
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22 pages, 505 KB  
Article
When Interaction Becomes Addiction: The Psychological Consequences of Instagram Dependency
by Blanca Herrero-Báguena, Silvia Sanz-Blas and Daniela Buzova
J. Theor. Appl. Electron. Commer. Res. 2025, 20(3), 195; https://doi.org/10.3390/jtaer20030195 - 2 Aug 2025
Cited by 2 | Viewed by 5806
Abstract
The purpose of the present research is to analyse the negative outcomes associated with the excessive Instagram dependency of those users that access the application through their smartphones. An empirical study was conducted through online interviews using structured questionnaires, resulting in 342 valid [...] Read more.
The purpose of the present research is to analyse the negative outcomes associated with the excessive Instagram dependency of those users that access the application through their smartphones. An empirical study was conducted through online interviews using structured questionnaires, resulting in 342 valid responses, with the target population being young users over 18 years old who access Instagram daily. Research shows that dependency on Instagram is primarily driven by individuals’ need for orientation and understanding, with entertainment being a secondary motivation. The results indicate that dependency on the social network is positively associated with excessive use, addiction, and Instastress. Furthermore, excessive use contributes to personal and social problems and increases both stress levels and mindfulness related to the platform. In turn, this excessive use intensifies addiction, which functions as a mediating variable between overuse and Instastress, mindfulness, and emotional exhaustion. This study offers valuable insights for academics, mental health professionals, and marketers by emphasizing the importance of fostering healthier digital habits and developing targeted interventions. Full article
(This article belongs to the Topic Interactive Marketing in the Digital Era)
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18 pages, 284 KB  
Article
Effects of a Family Function Program on Excessive Digital Use in Thai Female Muslim Adolescents
by Yejin Kim, Wanchai Dhammasaccakarn, Kasetchai Laeheem and Idsaratt Rinthaisong
Adolescents 2025, 5(3), 39; https://doi.org/10.3390/adolescents5030039 - 30 Jul 2025
Viewed by 1522
Abstract
This study assessed the effects of a family function (FF) program on excessive digital behaviors—smartphone overuse (SO) and phubbing—and psychological needs—anxiety, loneliness, and fear of missing out (FoMO)—among 28 Thai female Muslim adolescents randomly assigned to the experimental (Mage = 15.7) and [...] Read more.
This study assessed the effects of a family function (FF) program on excessive digital behaviors—smartphone overuse (SO) and phubbing—and psychological needs—anxiety, loneliness, and fear of missing out (FoMO)—among 28 Thai female Muslim adolescents randomly assigned to the experimental (Mage = 15.7) and control (Mage = 15.2) groups. The experimental group received two 1.5 h morning sessions of the FF program weekly over four weeks (eight sessions in total). Baseline assessments confirmed group homogeneity. Using repeated-measures ANOVA with Bonferroni correction (p < 0.008), the results indicated a significant improvement in family function for the intervention group (F (1,26) = 11.91, p = 0.002, η2p = 0.31), with a strong time-by-group interaction (F (1,26) = 19.51, p < 0.001, η2p = 0.43). While the program did not significantly reduce SO overall, a notable interaction effect suggested group differences (F (1,26) = 10.31, p = 0.004, η2p = 0.28). Phubbing remained unaffected. For psychological outcomes, interaction effects were found for the FoMO (F = 10.00, p = 0.004) and loneliness (F = 8.67, p = 0.007), though no main effects emerged. Anxiety levels did not significantly change after correction. These findings suggest that the program effectively enhances family functioning and partially alleviates psychosocial risks, but further refinements are needed to address digital overuse and anxiety more effectively. Full article
(This article belongs to the Section Adolescent Health Behaviors)
29 pages, 646 KB  
Systematic Review
Connected by Boredom: A Systematic Review of the Role of Trait Boredom in Problematic Technology Use
by Ginevra Tagliaferri, Manuel Martí-Vilar, Francesca Valeria Frisari, Alessandro Quaglieri, Emanuela Mari, Jessica Burrai, Anna Maria Giannini and Clarissa Cricenti
Brain Sci. 2025, 15(8), 794; https://doi.org/10.3390/brainsci15080794 - 25 Jul 2025
Cited by 11 | Viewed by 31371
Abstract
Background/Objectives: In an increasingly pervasive digital environment, trait boredom has been identified as a key psychological factor in the onset and maintenance of problematic digital technology use. This systematic review aims to investigate the role of trait boredom in digital behavioral addictions, including [...] Read more.
Background/Objectives: In an increasingly pervasive digital environment, trait boredom has been identified as a key psychological factor in the onset and maintenance of problematic digital technology use. This systematic review aims to investigate the role of trait boredom in digital behavioral addictions, including problematic smartphone use, Internet and social media overuse, and gaming addiction, through theoretical models such as the I-PACE model and the Compensatory Internet Use Theory (CIUT). Methods: A systematic literature search was conducted across multiple scientific databases (PsycINFO, Web of Science, PubMed, and Scopus), yielding a total of 4603 records. Following the PRISMA guidelines after duplicate removal and screening based on title and abstract, 152 articles were assessed for full-text eligibility, and 28 studies met the predefined inclusion and exclusion criteria and were included in the final review. Results: Findings reveal that trait boredom functions as both a direct and indirect factor in problematic technology use. It serves as a mediator and moderator in the relationship between psychological vulnerabilities (e.g., depression, alexithymia, vulnerable narcissism) and dysfunctional digital behaviors. Furthermore, as an independent variable, it has an influence on technological variables through Fear of Missing Out (FoMO), loneliness, low self-regulation, and dysfunctional metacognitions, while protective factors such as mindfulness and attentional control mitigate its impact. Conclusions: Boredom represents a central psychological lever for understanding behavioral addictions in the digital age and should be considered a key target in preventive and therapeutic interventions focused on enhancing self-regulation and meaningful engagement with free time. Full article
(This article belongs to the Special Issue Psychiatry and Addiction: A Multi-Faceted Issue)
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13 pages, 1482 KB  
Article
What Personality Dimensions May Influence the Risk of Smartphone Addiction in Children?
by Stella Conte, Carla Ghiani, Lorenzo Casati, Roberto Truzoli and Eraldo Francesco Nicotra
Children 2025, 12(3), 258; https://doi.org/10.3390/children12030258 - 20 Feb 2025
Cited by 1 | Viewed by 1687
Abstract
Background: Smartphone usage in school-aged children has increased over the last two decades. This overuse interferes with emotion regulation and interpersonal relationships. The purpose of this work was to analyze the relationship between smartphone addiction risk and personality dimensions in primary school children. [...] Read more.
Background: Smartphone usage in school-aged children has increased over the last two decades. This overuse interferes with emotion regulation and interpersonal relationships. The purpose of this work was to analyze the relationship between smartphone addiction risk and personality dimensions in primary school children. Methods: The aim of this research is to verify the percentage of Smartphone Addiction (SA) in a sample of primary school children and to explore the relationship between personality dimensions and SA. The Smartphone Addiction Risk Children Questionnaire (SARCQ) and the Big Five Children (BFC) questionnaire were administered to a sample (N = 94) of children. Results: We found that, in our sample, the percentage of children matching the definition of emotional addiction to smartphones was 16% and that a subgroup of children using smartphones as a transitional object represented 15% of the sample. The correlations between the SARCQ and BFC questionnaire factors showed a significant negative correlation between the “I’m not afraid with you” (INAWY) factor and Friendliness, Conscientiousness, and Openness, showing that children with low socialization capacities are prone to use smartphones as a means to handle negative internal states. In contrast, a positive correlation between the INAWY and the Emotional Instability factors has been observed. For the “Linus’s Blanket” (LB) factor, a significant negative correlation with the Friendliness and Conscientiousness factors was observed. Conclusions: The risk of SA, with the use of smartphones as “emotion-handling tools” or as “transitional objects”, was observed in children with personality dimensions associated with higher risk. Full article
(This article belongs to the Section Pediatric Mental Health)
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25 pages, 622 KB  
Review
Physiotherapy in Text Neck Syndrome: A Scoping Review of Current Evidence and Future Directions
by Joanna Piruta and Wojciech Kułak
J. Clin. Med. 2025, 14(4), 1386; https://doi.org/10.3390/jcm14041386 - 19 Feb 2025
Cited by 8 | Viewed by 14041
Abstract
Background: Musculoskeletal disorders associated with excessive smartphone use represent a significant health issue. Text neck syndrome is one such disorder within that group, increasingly affecting individuals worldwide across various age groups. The phenomenon of text neck may occur in individuals who frequently and [...] Read more.
Background: Musculoskeletal disorders associated with excessive smartphone use represent a significant health issue. Text neck syndrome is one such disorder within that group, increasingly affecting individuals worldwide across various age groups. The phenomenon of text neck may occur in individuals who frequently and for prolonged periods adopt a forward-flexed neck and head position while looking at the screens of mobile electronic devices. Various therapeutic methods are used in the treatment of text neck syndrome. However, there is no consensus on text neck rehabilitation, which poses a challenge for physiotherapists. Objective: The aim of this study is to analyze the phenomenon of text neck, with a particular emphasis on current scientific reports regarding the rehabilitation of text neck syndrome. The scoping review was conducted to determine the physiotherapy methods currently used in the treatment of individuals with text neck, assess their impact on symptom reduction, and identify existing knowledge gaps and limitations in the current literature on the rehabilitation of text neck syndrome. Design: A scoping review was conducted on the treatment of text neck syndrome based on electronic databases: PubMed, ResearchGate, Physiotherapy Evidence Database (PEDro), and the Cochrane Library. The databases were searched up to 1 December 2024. The inclusion criteria comprised studies investigating physiotherapy interventions for individuals with text neck, published between 2018 and 2024 and written in English. Results: A total of fifteen papers were reviewed, focusing on various methods used in text neck rehabilitation, including postural correction exercises, stabilization exercises, strengthening and stretching exercises, Pilates, PNF (Proprioceptive Neuromuscular Facilitation), kinesiology taping, Bowen therapy, and manual therapy. Nearly all studies were conducted in the adult population (93%), with the majority of studies taking place in India (60%). Conclusions: In summary, all studies suggest that appropriate physiotherapeutic interventions can provide significant benefits, including pain reduction, posture correction, and improved range of motion in the cervical spine. The best outcomes appear to be achieved by combining various therapeutic techniques. However, further high-quality research is needed to strengthen the evidence and offer reliable recommendations for clinical practice. Additionally, there is limited research on physiotherapy for text neck in the pediatric population, presenting a potential area for future studies. Full article
(This article belongs to the Special Issue Clinical Updates in Physiotherapy for Musculoskeletal Disorders)
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19 pages, 1800 KB  
Article
How Distressed Are Adolescent Students? A Mix-Method Study on High School Students in Northern Italy, Two Years after the Beginning of the COVID-19 Pandemic
by Anna Maria Della Vedova, Loredana Covolo, Carlotta Fiammenghi, Silvia Marconi, Umberto Gelatti, Maurizio Castellano and Barbara Zanini
Behav. Sci. 2024, 14(9), 775; https://doi.org/10.3390/bs14090775 - 3 Sep 2024
Viewed by 3255
Abstract
Adolescence is a central phase for the development of a person’s identity, involving complex multidimensional changes and increasing vulnerability to distress. This study aimed to investigate the psychological well-being of adolescent students in Brescia (Northern Italy), two years after the beginning of the [...] Read more.
Adolescence is a central phase for the development of a person’s identity, involving complex multidimensional changes and increasing vulnerability to distress. This study aimed to investigate the psychological well-being of adolescent students in Brescia (Northern Italy), two years after the beginning of the COVID-19 pandemic. An online survey investigated the extent and the reasons reported by high school students (13–21 years) for their emotional distress (ED), also considering other factors such as physical activity, nutrition, sleep and smartphone overuse. The main reasons for ED were classified through a qualitative analysis of the free-text answers. A total of 1686 students agreed to participate, and 50% showed a presence of ED. According to a multiple logistic analysis, adolescents were more at risk of ED if they were female (AdjOR 2.3), older (AdjOR 1.6), slept less than 8 h (AdjOR 1.5), perceived increased anxiety (AdjOR 3.4), and adopted certain eating behaviors, e.g., comfort food consumption (AdjOR 2.0). According to free-text answers, the main reasons for ED were “school pressure”, “relationships with family and peers”, “negative emotional states” and “the pandemic”. The results show a high level of ED among adolescents, and the reported reasons may help to better address their psychological needs after the pandemic. Full article
(This article belongs to the Special Issue Wellbeing and Mental Health among Students)
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12 pages, 263 KB  
Article
Perceived Health and Nomophobia among Young Adults: The Mediating Role of Depression and Stress
by Venetia Notara, Elissavet Vagka, Areti Lagiou and Charalambos Gnardellis
Sustainability 2024, 16(1), 96; https://doi.org/10.3390/su16010096 - 21 Dec 2023
Cited by 8 | Viewed by 4905
Abstract
Nomophobia refers to the contemporary fear of being unable to communicate sufficiently via a smartphone. As reported in the literature, nomophobia leads to excessive smartphone use, and one of the crucial issues of this overuse is its effect on physical and mental health. [...] Read more.
Nomophobia refers to the contemporary fear of being unable to communicate sufficiently via a smartphone. As reported in the literature, nomophobia leads to excessive smartphone use, and one of the crucial issues of this overuse is its effect on physical and mental health. The current study aimed to investigate the association between perceived health assessments and nomophobia among young adult smartphone users through the mediating role of depression and stress. A cross-sectional study was conducted on 1408 young adults aged 18–25 in Athens, the capital city of Greece. Data were collected through a self-reported questionnaire and included information on sociodemographic characteristics, patterns of smartphone use, self-perceived health status, and depressive and stress symptoms. Nomophobia was assessed using the “Nomophobia Questionnaire (NMP-Q)”. The effect of nomophobia on perceived health was analyzed by taking into account its effect on depression and stress. The results indicate a positive significant association between nomophobia and overall health burdening (i.e., musculoskeletal, hearing/vision, and psychosomatic symptoms). Depression and stress seem to play a significant mediating role in this association. Raising awareness through health-promoting interventions could play a pivotal role in eliminating the phenomenon of nomophobia and its consequences. Full article
(This article belongs to the Section Health, Well-Being and Sustainability)
37 pages, 1047 KB  
Review
The Effects of Digital Addiction on Brain Function and Structure of Children and Adolescents: A Scoping Review
by Keya Ding, Yining Shen, Qianming Liu and Hui Li
Healthcare 2024, 12(1), 15; https://doi.org/10.3390/healthcare12010015 - 20 Dec 2023
Cited by 33 | Viewed by 27565
Abstract
The escalating prevalence of studies investigating digital addiction (DA) and its detrimental impact on the human brain’s structure and functionality has been noticeable in recent years. Yet, an overwhelming majority of these reviews have been predominantly geared towards samples comprising college students or [...] Read more.
The escalating prevalence of studies investigating digital addiction (DA) and its detrimental impact on the human brain’s structure and functionality has been noticeable in recent years. Yet, an overwhelming majority of these reviews have been predominantly geared towards samples comprising college students or adults and have only inspected a single variant of DA, such as internet gaming disorder, internet addiction disorder, problematic smartphone use, tablet overuse, and so forth. Reviews focusing on young children and adolescents (ages 0–18), or those which amalgamate various types of DA, are decidedly scarce. Given this context, summarizing the effects of DA on brain structure and functionality during the vital developmental stage (0–18 years) is of immense significance. A scoping review, complying with the PRISMA extension for such reviews, was conducted to amalgamate findings from 28 studies spanning a decade (2013–2023) and to examine the influence of assorted forms of DA on the brains of children and adolescents (0–18 years). The synthesized evidence indicated two primary results: (1) DA exerts harmful effects on the structure and functionality of the brains of children and adolescents, and (2) the prefrontal lobe is the region most consistently reported as impacted across all research. Furthermore, this review discerned a notable void of studies investigating the neural indices of digital addiction, along with a shortage of studies focusing on young children (0–6 years old) and longitudinal evidence. This research could provide the necessary theoretical basis for the thwarting and intervention of digital addiction, a measure indispensable for ensuring healthy brain development in children and adolescents. Full article
(This article belongs to the Section Digital Health Technologies)
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14 pages, 325 KB  
Article
Nomophobia and Its Association with Depression, Anxiety and Stress (DASS Scale), among Young Adults in Greece
by Charalambos Gnardellis, Elissavet Vagka, Areti Lagiou and Venetia Notara
Eur. J. Investig. Health Psychol. Educ. 2023, 13(12), 2765-2778; https://doi.org/10.3390/ejihpe13120191 - 26 Nov 2023
Cited by 16 | Viewed by 5848
Abstract
Smartphones with their numerous applications have become essential daily equipment, prompting scientific research to deal with the impact of their use on psychosocial health. Under this spectrum, the aim of the present cross-sectional study was to examine the association between nomophobia and the [...] Read more.
Smartphones with their numerous applications have become essential daily equipment, prompting scientific research to deal with the impact of their use on psychosocial health. Under this spectrum, the aim of the present cross-sectional study was to examine the association between nomophobia and the negative emotional states of depression, anxiety, and stress, in relation to self-esteem and sociodemographic data, among the young adult population. The study sample consisted of 1408 young adults aged 18–25 years, participating on a voluntary basis with an online anonymous questionnaire. Data were collected through the “Nomophobia Questionnaire (NMP-Q)”, “Depression Anxiety Stress Scales—short form (DASS-21)”, and Rosenberg Self-Esteem Scale (RSES). The questionnaire also included socio-demographic characteristics and smartphone use variables. Data analysis showed that women were identified with severe depression and stress to a greater extent than men (63.3% vs. 55.1% for depression and 18.1% vs. 13.8% for stress scale). With respect to nomophobia, participants with severe levels of nomophobia also exhibited severe levels of negative emotional states in all DASS components, i.e., 40.6% in depression, 73.7% in anxiety, and 32.7% in stress (all p values < 0.001). Participants with severe levels of depression and anxiety were very often checking their phone and used it in all daily activities. Moreover, correlation analysis revealed that self-esteem had a moderating effect on the relationship between nomophobia and DASS, a fact that modifies the association between the involved variables: stronger relationships appeared between nomophobia and DASS components in individuals with normal/high self-esteem than in individuals with low self-esteem. Full article
12 pages, 607 KB  
Article
Relationship between Anxiety and Problematic Smartphone Use in First-Year Junior High School Students: Moderated Mediation Effects of Physical Activity and School Adjustment
by Mei Cao, Haibo Yang and Duanduan Chen
Behav. Sci. 2023, 13(11), 901; https://doi.org/10.3390/bs13110901 - 1 Nov 2023
Cited by 6 | Viewed by 4694
Abstract
Background and aims: Despite previous research identifying anxiety as a risk factor for problematic smartphone use among students, the mediating and moderating mechanisms underlying the relationship between the two aforementioned variables are poorly understood. This study aims to explore the relationship between anxiety [...] Read more.
Background and aims: Despite previous research identifying anxiety as a risk factor for problematic smartphone use among students, the mediating and moderating mechanisms underlying the relationship between the two aforementioned variables are poorly understood. This study aims to explore the relationship between anxiety and problematic smartphone use among first-year junior high school students, together with the mediating effects of school adjustment and the moderating effects of physical activity on the mentioned relationship. Method: This study was conducted using a Web-based self-report questionnaire survey with data collected from 445 first-year junior high school students in Jinan City, Shandong Province. Mediation and moderation analyses were performed using the PROCESS macro in SPSS. Results: The results showed that anxiety predicted problematic smartphone use not only directly but also indirectly via school adjustment. School adjustment played a partial mediating role in the relationship between anxiety and problematic smartphone use. Physical activity also played a moderating role in the relationship between anxiety and school adjustment. Conclusion: school adjustment and physical activity may be important variables in the relationship between anxiety and problematic smartphone use. Full article
(This article belongs to the Special Issue Positive Psychology Interventions in Schools)
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14 pages, 4905 KB  
Systematic Review
Systematic Review and Meta-Analysis of the Correlation Coefficients between Nomophobia and Anxiety, Smartphone Addiction, and Insomnia Symptoms
by Lateefa Rashed Daraj, Muneera AlGhareeb, Yaser Mansoor Almutawa, Khaled Trabelsi and Haitham Jahrami
Healthcare 2023, 11(14), 2066; https://doi.org/10.3390/healthcare11142066 - 19 Jul 2023
Cited by 49 | Viewed by 12664
Abstract
Nomophobia is an emerging phenomenon in the 21st century. Consequently, it results in various health problems, both physical and psychological. The following systematic review and meta-analysis aimed to establish the relationship between nomophobia with anxiety, smartphone addiction, and insomnia. To identify the relevant [...] Read more.
Nomophobia is an emerging phenomenon in the 21st century. Consequently, it results in various health problems, both physical and psychological. The following systematic review and meta-analysis aimed to establish the relationship between nomophobia with anxiety, smartphone addiction, and insomnia. To identify the relevant studies, we searched through several databases. Out of the 1523 studies identified, 16 studies met the inclusion criteria. After conducting the statistical analysis, the results revealed that anxiety r = 0.31 (95% CI: 0.25 to 0.38), smartphone addiction r = 0.39 (95% CI: 0.04 to 0.75), and insomnia r = 0.56 (95% CI: 0.38 to 0.75) are positively associated with nomophobia. Mobile phone usage has become inevitable, even for individuals who use it to a lesser degree than others, to perform simple tasks, such as communicating with others or for educational purposes. It is crucial to raise awareness about the consequences of overusing these devices, including the physical and psychological complications in both the short and long terms. Full article
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33 pages, 3375 KB  
Article
A Modular In-Vehicle C-ITS Architecture for Sensor Data Collection, Vehicular Communications and Cloud Connectivity
by David Rocha, Gil Teixeira, Emanuel Vieira, João Almeida and Joaquim Ferreira
Sensors 2023, 23(3), 1724; https://doi.org/10.3390/s23031724 - 3 Feb 2023
Cited by 32 | Viewed by 6855
Abstract
The growth of the automobile industry in recent decades and the overuse of personal vehicles have amplified problems directly related to road safety, such as the increase in traffic congestion and number of accidents, as well as the degradation of the quality of [...] Read more.
The growth of the automobile industry in recent decades and the overuse of personal vehicles have amplified problems directly related to road safety, such as the increase in traffic congestion and number of accidents, as well as the degradation of the quality of roads. At the same time, and with the contribution of climate change effects, dangerous weather events have become more common on road infrastructure. In this context, Cooperative Intelligent Transport Systems (C-ITS) and Internet of Things (IoT) solutions emerge to overcome the limitations of human and local sensory systems, through the collection and distribution of relevant data to Connected and Automated Vehicles (CAVs). In this paper, an intra- and inter-vehicle sensory data collection system is presented, starting with the acquisition of relevant data present on the Controller Area Network (CAN) bus, collected through the vehicle’s On-Board-Diagnostics II (OBD-II) port, as well as on an on-board smartphone device and possibly other additional sensors. Short-range communication technologies, such as Bluetooth Low Energy (BLE), Wi-Fi, and ITS-G5, are employed in conjunction with long-range cellular networks for data dissemination and remote cloud monitoring. The results of the experimental tests allow the analysis of the road environment, as well as the notification in near real-time of adverse road conditions to drivers. The developed data collection system reveals itself as a potentially valuable tool for improving road safety and to iterate on the current Road Weather Models (RWMs). Full article
(This article belongs to the Special Issue Sensor Networks for Vehicular Communications)
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15 pages, 297 KB  
Article
Prevalence of Upper Limb Musculoskeletal Disorders and Their Association with Smartphone Addiction and Smartphone Usage among University Students in the Kingdom of Saudi Arabia during the COVID-19 Pandemic—A Cross-Sectional Study
by Mohamed Sherif Sirajudeen, Msaad Alzhrani, Ahmad Alanazi, Mazen Alqahtani, Mohamed Waly, Md. Dilshad Manzar, Fatma A. Hegazy, Muhammad Noh Zulfikri Mohd Jamali, Ravi Shankar Reddy, Venkata Nagaraj Kakaraparthi, Radhakrishnan Unnikrishnan, Hariraja Muthusamy, Wafa Alrubaia, Nidaa Alanazi, Faizan Zaffar Kashoo and Mohammad Miraj
Healthcare 2022, 10(12), 2373; https://doi.org/10.3390/healthcare10122373 - 25 Nov 2022
Cited by 25 | Viewed by 6239
Abstract
This study aimed to investigate the prevalence of upper limb musculoskeletal disorders (MSDs) and their association with smartphone addiction and smartphone usage among university students in the Kingdom of Saudi Arabia during the COVID-19 pandemic. A total of 313 university students aged 18 [...] Read more.
This study aimed to investigate the prevalence of upper limb musculoskeletal disorders (MSDs) and their association with smartphone addiction and smartphone usage among university students in the Kingdom of Saudi Arabia during the COVID-19 pandemic. A total of 313 university students aged 18 years and older who owned a smartphone and used it during the preceding 12 months participated in this cross-sectional study. The prevalence of upper limb MSDs, smartphone addiction/overuse, and levels of physical activity were recorded using the standardized Nordic musculoskeletal questionnaire, the smartphone addiction scale (short version), and the international physical activity questionnaire (short form), respectively. Data collection was performed on campus between March and May 2021. Binary logistic regression was used to determine the association between the prevalence of upper limb MSDs and smartphone addiction/overuse and levels of physical activity. The 12-month prevalence of MSDs of the shoulder, elbow, and wrist/hand regions due to smartphone use among participants was found to be 20.13%, 5.11%, and 13.42%, respectively. Shoulder (odds ratio (OR) = 11.39, 95% confidence interval (CI) = 4.64–27.94, p < 0.001), elbow (OR = 15.38, 95% CI = 1.92–123.26, p = 0.01), and wrist/hand MSDs (OR = 7.65, 95% CI = 2.75–21.22, p < 0.001) were more prevalent among participants who were categorized as having smartphone addiction/overuse measures. Promoting awareness about the healthy use of smartphones, including postural education and decreasing screen time, is necessary to reduce smartphone-related MSDs. Full article
(This article belongs to the Section Health Assessments)
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