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1.
Front Public Health ; 12: 1326178, 2024.
Article in English | MEDLINE | ID: mdl-38827621

ABSTRACT

Background: By using algorithms and Machine Learning - ML techniques, the aim of this research was to determine the impact of the following factors on the development of Problematic Internet Use (PIU): sociodemographic factors, the intensity of using the Internet, different contents accessed on the Internet by adolescents, adolescents' online activities, life habits and different affective temperament types. Methods: Sample included 2,113 adolescents. The following instruments were used: questionnaire about: socio-demographic characteristics, intensity of the Internet use, content categories and online activities on the Internet; Facebook (FB) usage and life habits; The Internet Use Disorder Scale (IUDS). Based on their scores on the scale, subjects were divided into two groups - with or without PIU; Temperament Evaluation of Memphis, Pisa, Paris, and San Diego scale for adolescents (A-TEMPS-A). Results: Various ML classification models on our data set were trained. Binary classification models were created (class-label attribute was PIU value). Models hyperparameters were optimized using grid search method and models were validated using k-fold cross-validation technique. Random forest was the model with the best overall results and the time spent on FB and the cyclothymic temperament were variables of highest importance for these model. We also applied the ML techniques Lasso and ElasticNet. The three most important variables for the development of PIU with both techniques were: cyclothymic temperament, the longer use of the Internet and the desire to use the Internet more than at present time. Group of variables having a protective effect (regarding the prevention of the development of PIU) was found with both techniques. The three most important were: achievement, search for contents related to art and culture and hyperthymic temperament. Next, 34 important variables that explain 0.76% of variance were detected using the genetic algorithms. Finally, the binary classification model (with or without PIU) with the best characteristics was trained using artificial neural network. Conclusion: Variables related to the temporal determinants of Internet usage, cyclothymic temperament, the desire for increased Internet usage, anxious and irritable temperament, on line gaming, pornography, and some variables related to FB usage consistently appear as important variables for the development of PIU.


Subject(s)
Internet Addiction Disorder , Machine Learning , Temperament , Humans , Adolescent , Male , Female , Surveys and Questionnaires , Internet Addiction Disorder/psychology , Algorithms , Internet , Adolescent Behavior/psychology , Internet Use/statistics & numerical data , Social Media/statistics & numerical data
2.
PLoS One ; 19(6): e0304697, 2024.
Article in English | MEDLINE | ID: mdl-38829870

ABSTRACT

BACKGROUND: Problematic Internet use is characterized by excessive use of online platforms that can result in social isolation, family problems, psychological distress, and even suicide. Problematic Internet use has been associated with cannabis use disorder, however knowledge on the adult population remains limited. In Quebec, cannabis use has significatively increased since 2018, and it is associated with various risks in public safety, public health, and mental health. This study aims to identify factors associated with problematic Internet use among adult cannabis users and to better understand their experiences. METHOD: This project is a mixed explanatory sequential study consisting of two phases. Phase 1 (n = 1500) will be a cross-sectional correlational study using probability sampling to examine variables that predispose individuals to problematic Internet use, characteristics associated with cannabis use, Internet use, and the mental health profile of adult cannabis users in Quebec. Descriptive analyses and regression models will be used to determine the relationship between cannabis use and Internet use. Phase 2 (n = 45) will be a descriptive qualitative study in the form of semi-structured interviews aimed at better understanding the experience and background of cannabis users with probable problematic Internet use. DISCUSSION: The results of this study will support the development of public policies and interventions for the targeted population, by formulating courses of action that contribute to the prevention and reduction of harms associated with cannabis use and problematic Internet use. Furthermore, an integrated knowledge mobilization plan will aid in the large-scale dissemination of information that can result useful to decision-makers, practitioners, members of the scientific community, and the general population regarding the use of cannabis and the Internet.


Subject(s)
Mental Health , Humans , Quebec/epidemiology , Adult , Cross-Sectional Studies , Male , Female , Internet , Young Adult , Adolescent , Marijuana Abuse/epidemiology , Marijuana Abuse/psychology , Internet Use/statistics & numerical data , Middle Aged , Marijuana Use/epidemiology , Marijuana Use/psychology , Cannabis/adverse effects , Surveys and Questionnaires
3.
PLoS One ; 19(5): e0302456, 2024.
Article in English | MEDLINE | ID: mdl-38701076

ABSTRACT

INTRODUCTION: Adolescence is a critical phase marked by distinct health and developmental needs and rights. It represents a pivotal time for the acquisition of knowledge, skills, emotional regulations, and relationship management. However, a recent surge in internet usage among adolescents has been observed, leading to a concerning decline in physical activity. This study aims to evaluate the level of physical activity and its correlation with internet use among adolescents. MATERIALS AND METHODS: A cross-sectional study, conducted within educational institutions in Beni, Nepal, utilized a self-structured questionnaire to collect data on physical activity levels and associated factors. The relationship between physical activity and independent variables was assessed through the chi-square test, and regression analysis was employed to quantify the strength of this association. RESULTS: The study revealed that 75.3% of adolescents (out of 385) exhibited inadequate physical activity levels. Notably, late adolescents were more susceptible to insufficient physical activity than their middle adolescent counterparts were. Adolescents from nuclear families (UOR = 2.689, C.I = 4.074-22.822), those with higher monthly family income (UOR = 3.318, C.I = 1.209-9.105), and individuals using Wi-Fi (UOR = 1.801, C.I = 1.117-2.904) demonstrated a higher likelihood of internet addiction. Moreover, these groups were more prone to engage in inadequate physical activity (UOR = 1.1740, C.I = 0.938-3.226) compared to their counterparts not addicted to the internet. CONCLUSION: The study concludes that over two-thirds of adolescents were addicted to the Internet, and three-fourths were inadequately physically active, with late adolescents being more affected than middle adolescents. Inadequate physical activity was associated with various factors, including family type, monthly family income, monthly pocket money, father's occupation, type of school, type of internet access, and Internet Addiction Test (IAT) score. Internet-addicted adolescents were found to be more likely to be physically inactive.


Subject(s)
Exercise , Internet Use , Humans , Adolescent , Nepal , Male , Female , Cross-Sectional Studies , Internet Use/statistics & numerical data , Surveys and Questionnaires , Internet/statistics & numerical data , Adolescent Behavior/psychology
4.
BMC Geriatr ; 24(1): 406, 2024 May 07.
Article in English | MEDLINE | ID: mdl-38714939

ABSTRACT

OBJECTIVES: Older people are more likely to have digital exclusion, which is associated with poor health. This study investigated the relationship between digital exclusion and cognitive impairment in older adults from 23 countries across five longitudinal surveys. DESIGN AND MEASUREMENTS: Digital exclusion is defined as self-reported non-use of the Internet. We assessed cognitive impairment on three dimensions: orientation, memory, and executive function. We used generalized estimation equations fitting binary logistic regression with exchangeable correlations to study the relationship between digital exclusion and cognitive impairment, and apply the minimum sufficiently adjusted set of causally directed acyclic graphs as the adjusted variable. SETTING AND PARTICIPANTS: We pooled a nationally representative sample of older adults from five longitudinal studies, including the China Health and Retirement Longitudinal study (CHARLS), the English Longitudinal Study of Ageing (ELSA), the Health and Retirement Study (HRS), the Mexican Health and Ageing Study (MHAS) and the Survey of Health, Ageing and Retirement in European (SHARE). RESULTS: We included 62,413 participants from five longitudinal studies. Digital exclusion varied by country, ranging from 21.69% (SHARE) in Denmark to 97.15% (CHARLS) in China. In the original model, digital exclusion was significantly associated with cognitive impairment in all five studies. In the adjusted model, these associations remained statistically significant: CHARLS (Odds ratio [OR] = 2.81, 95% confidence interval [CI] 1.84-4.28, ELSA (1.92 [1.70-2.18]), HRS(2.48[2.28-2.71), MHAS (1.92 [1.74-2.12]), and SHARE (2.60 [2.34-2.88]). CONCLUSION: Our research shows that a significant proportion of older people suffer from digital exclusion, especially in China. Digital exclusion was positively correlated with cognitive impairment. These findings suggest that digital inclusion could be an important strategy to improve cognitive function and reduce the risk of cognitive impairment in older adults.


Subject(s)
Cognitive Dysfunction , Humans , Aged , Longitudinal Studies , Male , Female , Cognitive Dysfunction/epidemiology , Cognitive Dysfunction/diagnosis , Cognitive Dysfunction/psychology , Middle Aged , Aged, 80 and over , China/epidemiology , Internet Use/statistics & numerical data
5.
PLoS One ; 19(5): e0303061, 2024.
Article in English | MEDLINE | ID: mdl-38722879

ABSTRACT

Understanding digital exclusion in older adults during the COVID-19 pandemic could help tailor responses to future outbreaks. This cohort study used data from older adults aged 60+ years in England who participated in wave nine (2018/2019) of the main English Longitudinal Study of Ageing (ELSA) survey, and/or wave one of the ELSA COVID-19 sub-study (June/July 2020). Using latent class analysis and latent transition analysis, we aimed to identify distinct subgroups of older adults characterised by different patterns of internet use pre- and intra-pandemic, explore the extent to which individuals remained in the same subgroup or transitioned to a different subgroup during the COVID-19 pandemic, and examine longitudinal associations of socio-economic factors (education, occupational class, and wealth) with latent class membership. Preliminary tests showed that the types of internet activities differed between men and women; therefore, subsequent analyses were stratified by biological sex. Three clusters (low, medium, and high) were identified in male participants at both timepoints. Among female participants, three clusters were distinguished pre-pandemic and two (low versus high) during the pandemic. The latent classes were characterised by participants' breadth of internet use. Higher education, occupational class, and wealth were associated with greater odds of membership in the medium and/or high classes, versus the low class, in men and women. A high degree of stability in latent class membership was observed over time. However, men experienced a stark decrease in online health information-seeking. Our results highlight that inequality regarding the range of functional and social opportunities provided by the internet prevailed during the pandemic. Policymakers should ensure that digital access and upskilling initiatives are equitable for all.


Subject(s)
COVID-19 , Internet Use , Socioeconomic Factors , Humans , COVID-19/epidemiology , Male , Female , England/epidemiology , Aged , Middle Aged , Internet Use/statistics & numerical data , Longitudinal Studies , Pandemics , SARS-CoV-2 , Aged, 80 and over
7.
Sci Rep ; 14(1): 11611, 2024 05 21.
Article in English | MEDLINE | ID: mdl-38773355

ABSTRACT

The educational burden from extracurricular tutoring class has become a pressing social issue in China. This study used data from the China family panel studies (CFPS) in 2014, 2016, and 2018 to empirically analyze the impact of Internet usage on children's participation in extracurricular tutoring class. There are many factors that influence parents' decisions to enroll their children in extracurricular tutoring class. These factors include family income status, the level of importance parents place on their children's education, the marginal returns on educational investment, academic pressure, etc. However, in today's digitalized society, the widespread use of the internet will also become an important influencing factor in parents' decisions regarding educational investment. The study finds that, parents by using the Internet significantly increase the probability of enrolling their children in extracurricular tutoring class. Through mechanism regression analysis, it is concluded that internet usage has a positive influence on parents enrolling their children in extracurricular tutoring class by increasing the frequency of social interaction and raising parents' educational expectations for their children. Based on the empirical results, the following policy suggestions were proposed: 1. Schools should establish a more comprehensive after-school education service system to improve the engagement of students in compulsory education; 2. The government can enhance the accessibility and optimization of educational resources by increasing investment in education, improving the quality of in-school education, and optimizing the management and supervision of extracurricular tutoring class. This ensures that students can access high-quality educational services.


Subject(s)
Internet Use , Parents , Students , Humans , Child , China , Male , Female , Internet Use/statistics & numerical data , Schools , Adult , Adolescent , Internet/statistics & numerical data
8.
BMC Psychol ; 12(1): 285, 2024 May 21.
Article in English | MEDLINE | ID: mdl-38773609

ABSTRACT

BACKGROUND: Problematic Internet use (PIU) may lead adolescents to physical, emotional, social, or functional impairment due to the risky, excessive, or impulsive internet use manner. How do the experiences of adolescents influence them using the internet in a problematic manner? The answer to this question is the key to preventing and intervening PIU of adolescents. To address this question, we focus on the interactions among family (parent-adolescent conflict), school (school climate), and individual factors (PIU, depression), exploring the influence factors of PIU. METHODS: A moderated mediation model was constructed to explore the relationship between variables. Using a two-wave longitudinal design with a six-month interval between timepoints, this study collected data from 801 Chinese adolescents (411 boys, Mage = 14.68) by questionnaires. Path analysis was employed to test the model and participants' age, sex and baseline were controlled. RESULTS: Parent-adolescent conflict at Time 1 (T1) was positively related to PIU at Time 2 (T2) in adolescents. Depression at T2 mediated the relationship between parent-adolescent conflict at T1 and PIU at T2. School climate at T2 significantly moderated the mediation effect of depression on the relationship between parent-adolescent conflict at T1 and PIU at T2. Specifically, positive school climate could significantly weaken the negative effect of depression on PIU for adolescents with low level of depression. CONCLUSIONS: The present study reveals that parent-adolescent conflict leads to PIU in adolescents through depression whilst the school climate moderates the impacts of depression on PIU. This adds further evidence regarding the significance of systematically and consistently incorporating family and school in the alleviating of problem behaviors displayed by teens.


Subject(s)
Adolescent Behavior , Depression , Parent-Child Relations , Schools , Humans , Male , Adolescent , Female , Depression/psychology , Adolescent Behavior/psychology , Longitudinal Studies , China , Internet Addiction Disorder/psychology , Internet Use/statistics & numerical data , Surveys and Questionnaires , East Asian People
9.
BMC Psychol ; 12(1): 260, 2024 May 10.
Article in English | MEDLINE | ID: mdl-38730314

ABSTRACT

BACKGROUND: Despite the prominent role that digital media play in the lives and mental health of young people as well as in violent radicalization (VR) processes, empirical research aimed to investigate the association between Internet use, depressive symptoms and support for VR among young people is scant. We adopt a person-centered approach to investigate patterns of digital media use and their association with depressive symptoms and support for VR. METHODS: A sample of 2,324 Canadian young people (Mage = 30.10; SDage = 5.44 ; 59% women) responded to an online questionnaire. We used latent profile analysis to identify patterns of digital media use and linear regression to estimate the associations between class membership, depressive symptoms and support for VR. RESULTS: We identified four classes of individuals with regards to digital media use, named Average Internet Use/Institutional trust, Average internet use/Undifferentiated Trust, Limited Internet Use/Low Trust and Online Relational and Political Engagement/Social Media Trust. Linear regression indicated that individuals in the Online Relational and Political Engagement/Social Media Trust and Average Internet Use/Institutional trust profiles reported the highest and lowest scores of both depression and support for VR, respectively. CONCLUSIONS: It is essential to tailor prevention and intervention efforts to mitigate risks of VR to the specific needs and experiences of different groups in society, within a socio-ecological perspective. Prevention should consider both strengths and risks of digital media use and simulteaneously target both online and offline experiences and networks, with a focus on the sociopolitical and relational/emotional components of Internet use.


Subject(s)
Depression , Social Media , Humans , Female , Male , Depression/psychology , Adult , Canada , Social Media/statistics & numerical data , Internet Use/statistics & numerical data , Violence/psychology , Violence/statistics & numerical data , Young Adult , Surveys and Questionnaires , Adolescent , Trust/psychology , Internet/statistics & numerical data , North American People
11.
Front Public Health ; 12: 1330617, 2024.
Article in English | MEDLINE | ID: mdl-38655528

ABSTRACT

Objective: Loneliness is a key social and public health issue, mainly affecting the mental health of older adults. The article aimed to explore the influence of intergenerational support from children on loneliness among older adults. Meanwhile, the article also analyzed the moderating effects of internet usage and intergenerational distance in this process. Methods: Based on the data received from 2018 China Longitudinal Aging Social Survey (CLASS), the ordinary least square (OLS) regression model was used to analyze the influence of intergenerational support from children on loneliness among older adults. Furthermore, the Bootstrap method was used to test the moderating effect of internet usage and intergenerational distance on the relationship between intergenerational support from children on loneliness among older adults. Results: Baseline regression showed that economic support (ß = -0.059, p < 0.001), caregiving support (ß = -0.070, p < 0.001), and emotional support (ß = -0.108, p < 0.001) from children can positively influence loneliness among older adults. Meanwhile, the results of the moderated effects analysis showed that internet usage and intergenerational distance moderates the relationship between caregiving support, emotional support from children and loneliness among older adults. Conclusion: The article demonstrates that family support, particularly intergenerational support from children plays a pivotal role in alleviating loneliness among older adults, so the government should further regulate the behavior of children's alimony support, improve the digital infrastructure, these measures help to reduce loneliness among older adults and expand the depth and breadth of family care of older adults.


Subject(s)
Intergenerational Relations , Internet Use , Loneliness , Social Support , Humans , Loneliness/psychology , Male , Female , Aged , China , Internet Use/statistics & numerical data , Longitudinal Studies , Surveys and Questionnaires , Middle Aged , Aged, 80 and over
12.
Int J Adolesc Med Health ; 36(2): 133-142, 2024 Apr 01.
Article in English | MEDLINE | ID: mdl-38488233

ABSTRACT

OBJECTIVES: In recent years, there has been phenomenal growth in internet usage worldwide, with a substantial proportion of children and adolescents actively engaging with online platforms. While the internet presents numerous opportunities for children and adolescents, the lack of digital literacy and adequate online safety measures exposes them to various cybercrimes, including cyberbullying, cyberstalking, identity theft, and sexual predation. Moreover, there is growing concern regarding internet addiction among this population. METHODS: To investigate the determinants of internet addiction among adolescents, we conducted a cross-sectional study in peri-urban Delhi-NCR, India. We used a self-administered questionnaire to gather information on internet usage, and 630 adolescents aged 13-18 participated in the study, also completing an Internet Addiction Test. RESULTS: The findings indicate that 415 adolescents (65.9 %) exhibited no signs of internet addiction, suggesting a healthy relationship with the internet. However, 215 adolescents (33.1 %) displayed symptoms of internet addiction. Among those exhibiting internet addictions, 159 (74.0 %) were classified as mild internet addicts, indicating moderate levels of internet usage. Furthermore, 56 (26.0 %) adolescents were classified as moderate internet addicts, reflecting a higher level of internet addiction. CONCLUSIONS: Our study highlights the significant influence of various factors, including family dynamics, environmental factors, and personal experiences, on internet addiction among adolescents. Based on these findings, we propose implementing measures at different levels to foster responsible internet use among adolescents, thereby substantially reducing internet addiction.


Subject(s)
Adolescent Behavior , Internet Addiction Disorder , Humans , Adolescent , India/epidemiology , Male , Female , Cross-Sectional Studies , Internet Addiction Disorder/epidemiology , Internet Addiction Disorder/psychology , Surveys and Questionnaires , Adolescent Behavior/psychology , Internet , Logistic Models , Behavior, Addictive/epidemiology , Behavior, Addictive/psychology , Internet Use/statistics & numerical data , Urban Population , Risk Factors
13.
BMC Psychol ; 11(1): 286, 2023 Sep 22.
Article in English | MEDLINE | ID: mdl-37737198

ABSTRACT

BACKGROUND: A growing body of literature demonstrates that social media usage has witnessed a rapid increase in higher education and is almost ubiquitous among young people. The underlying mechanisms as to how social media usage by university students affects their well-being are unclear. Moreover, current research has produced conflicting evidence concerning the potential effects of social media on individuals' overall well-being with some reporting negative outcomes while others revealing beneficial results. METHODS: To address the research gap, the present research made an attempt to investigate the crucial role of social media in affecting students' psychological (PWB) and subjective well-being (SWB) by testing the mediating role of self-esteem and online social support and the moderation effect of cyberbullying. The data in the study were obtained from a sample of 1,004 college students (483 females and 521 males, Mage = 23.78, SD = 4.06) enrolled at 135 Chinese universities. AMOS 26.0 and SPSS 26.0 as well as the Process macro were utilized for analyzing data and testing the moderated mediation model. RESULTS: Findings revealed that social media usage by university students was positively associated with their PWB and SWB through self-esteem and online social support, and cyberbullying played a moderating role in the first phase of the mediation process such that the indirect associations were weak with cyberbullying reaching high levels. CONCLUSION: These findings highlight the importance of discerning the mechanisms moderating the mediated paths linking social media usage by young adults to their PWB and SWB. The results also underline the importance of implementing measures and interventions to alleviate the detrimental impacts of cyberbullying on young adults' PWB and SWB.


Subject(s)
Internet Use , Mental Health , Social Media , Students , Adult , Female , Humans , Male , Young Adult , Asian People/psychology , Asian People/statistics & numerical data , Evidence Gaps , Self Concept , Social Media/statistics & numerical data , Social Support/psychology , Social Support/statistics & numerical data , Internet Use/statistics & numerical data , Students/psychology , Students/statistics & numerical data , Universities/statistics & numerical data , Cyberbullying/psychology , Cyberbullying/statistics & numerical data , China/epidemiology , Mental Health/statistics & numerical data
14.
BMC Med Inform Decis Mak ; 23(1): 191, 2023 09 25.
Article in English | MEDLINE | ID: mdl-37749542

ABSTRACT

BACKGROUND: For optimal health, the maternal, newborn, and child healthcare (MNCH) continuum necessitates that the mother/child receive the full package of antenatal, intrapartum, and postnatal care. In sub-Saharan Africa, dropping out from the MNCH continuum remains a challenge. Using machine learning, the study sought to forecast the MNCH continuum drop out and determine important predictors in three East African Community (EAC) countries. METHODS: The study utilised Demographic Health Surveys data from the Democratic Republic of Congo (DRC) (2013/14), Kenya (2014) and Tanzania (2015/16). STATA 17 was used to perform the multivariate logistic regression. Python 3.0 was used to build five machine learning classification models namely the Logistic Regression, Random Forest, Decision Tree, Support Vector Machine and Artificial Neural Network. Performance of the models was assessed using Accuracy, Precision, Recall, Specificity, F1 score and area under the Receiver Operating Characteristics (AUROC). RESULTS: The prevalence of the drop out from the MNCH continuum was 91.0% in the DRC, 72.4% in Kenya and 93.6% in Tanzania. Living in the rural areas significantly increased the odds of dropping out from the MNCH continuum in the DRC (AOR:1.76;95%CI:1.30-2.38), Kenya (AOR:1.23;95%CI:1.03-1.47) and Tanzania (AOR:1.41;95%CI:1.01-1.97). Lower maternal education also conferred a significant increase in the DRC (AOR:2.16;95%CI:1.67-2.79), Kenya (AOR:1.56;95%CI:1.30-1.84) and Tanzania (AOR:1.70;95%CI:1.24-2.34). Non exposure to mass media also conferred a significant positive influence in the DRC (AOR:1.49;95%CI:1.15-1.95), Kenya (AOR:1.46;95%CI:1.19-1.80) and Tanzania (AOR:1.65;95%CI:1.13-2.40). The Random Forest exhibited superior predictive accuracy (Accuracy = 75.7%, Precision = 79.1%, Recall = 92.1%, Specificity = 51.6%, F1 score = 85.1%, AUROC = 70%). The top four predictors with the greatest influence were household wealth, place of residence, maternal education and exposure to mass media. CONCLUSIONS: The MNCH continuum dropout rate is very high in the EAC countries. Maternal education, place of residence, and mass media exposure were common contributing factors to the drop out from MNCH continuum. The Random Forest had the highest predictive accuracy. Household wealth, place of residence, maternal education and exposure to mass media were ranked among the top four features with significant influence. The findings of this study can be used to support evidence-based decisions in MNCH interventions and to develop web-based services to improve continuity of care retention.


Subject(s)
Delivery of Health Care , Maternal-Child Health Services , Patient Dropouts , Sub-Saharan African People , Child , Female , Humans , Infant, Newborn , Pregnancy , Delivery of Health Care/ethnology , Delivery of Health Care/statistics & numerical data , Kenya/epidemiology , Machine Learning , Tanzania/epidemiology , Patient Dropouts/ethnology , Patient Dropouts/statistics & numerical data , Rural Population/statistics & numerical data , Social Media/statistics & numerical data , Internet Use/statistics & numerical data , Residence Characteristics/statistics & numerical data , Economic Status/statistics & numerical data , Democratic Republic of the Congo/epidemiology , Sub-Saharan African People/statistics & numerical data , Maternal-Child Health Services/statistics & numerical data , Risk Factors
15.
J Affect Disord ; 333: 1-9, 2023 07 15.
Article in English | MEDLINE | ID: mdl-37075821

ABSTRACT

BACKGROUND: Previous studies have reported that the prevalence of depression and depressive symptoms was significantly higher than that before the COVID-19 pandemic. This study aimed to explore the prevalence of depressive symptoms and evaluate the importance of influencing factors through Back Propagation Neural Network (BPNN). METHODS: Data were sourced from the psychology and behavior investigation of Chinese residents (PBICR). A total of 21,916 individuals in China were included in the current study. Multiple logistic regression was applied to preliminarily identify potential risk factors for depressive symptoms. BPNN was used to explore the order of contributing factors of depressive symptoms. RESULTS: The prevalence of depressive symptoms among the general population during the COVID-19 pandemic was 57.57 %. The top five important variables were determined based on the BPNN rank of importance: subjective sleep quality (100.00 %), loneliness (77.30 %), subjective well-being (67.90 %), stress (65.00 %), problematic internet use (51.20 %). CONCLUSIONS: The prevalence of depressive symptoms in the general population was high during the COVID-19 pandemic. The BPNN model established has significant preventive and clinical meaning to identify depressive symptoms lay theoretical foundation for individualized and targeted psychological intervention in the future.


Subject(s)
COVID-19 , Depression , Neural Networks, Computer , Pandemics , COVID-19/epidemiology , Depression/epidemiology , Depression/psychology , Prevalence , China/epidemiology , Sleep Quality , Loneliness , Internet Use/statistics & numerical data , Stress, Psychological/epidemiology , Logistic Models , Risk Factors , Humans , Male , Female , Young Adult , Adult , Middle Aged
16.
Hum Nat ; 34(1): 88-102, 2023 Mar.
Article in English | MEDLINE | ID: mdl-36806091

ABSTRACT

Humans are social animals that rely on different ways to interact with each other. The COVID-19 pandemic strongly changed our communication strategies. Because of the importance of direct contact for our species, we predict that immediately after the forced social isolation, people were more prone to engage in direct rather than in virtual interactions, thus showing a lower mimicry response in the use of smartphones. In a non-longitudinal study, we collected behavioral data under naturalistic contexts and directly compared the data of the mimicry response gathered immediately following the Italian lockdown (May-September 2020) with those gathered one year later (May-October 2021). Contrary to our expectations, the mimicry response in the use of smartphones was higher immediately after the lockdown than a year later. Probably the large use of these devices during the lockdown translated into a greater sensitivity to be affected by others' smartphone manipulation. Indeed, social isolation modified, at least in the short term, the ways we interact with others by making us more prone to engage in "virtual" social interactions. The bright side of the coin unveiled by our findings is that the effect seems to diminish over time. The large behavioral dataset analyzed here (1,608 events; 248 people) also revealed that the mimicry response in the use of smartphones was higher between familiar subjects than between strangers. In this view, mimicry in manipulating smartphones can be considered an example of joint action that fosters behavioral synchrony between individuals that, in the long-term, can translate into the formation of social bonding.


Subject(s)
Imitative Behavior , Quarantine , Smartphone , Social Isolation , Social Isolation/psychology , Humans , Male , Female , Adolescent , Young Adult , Adult , Middle Aged , COVID-19/epidemiology , COVID-19/prevention & control , Linear Models , Quarantine/psychology , Italy/epidemiology , Communication , Internet Use/statistics & numerical data , Time Factors
17.
Soc Psychiatry Psychiatr Epidemiol ; 58(8): 1247-1258, 2023 Aug.
Article in English | MEDLINE | ID: mdl-36121488

ABSTRACT

Given insufficient prospective evidence for relationships between social media use and well-being among adults, the present study examined the temporal sequence between social media use and psychological distress and life satisfaction, and explored age and gender differences. A representative sample of adults (N = 7331; 62.4% women; Mage = 51.94; SD = 13.48; 15-94 years) were surveyed annually across four waves. Cross-lagged panel models demonstrated bidirectional relationships between social media use and well-being. Higher psychological distress and lower life satisfaction predicted higher social media use more strongly than the reverse direction, with effects particularly pronounced for the impact of psychological distress. Although the patterns of findings were relatively consistent across age and gender, results suggested that women and middle- and older-aged adults experience detrimental effects of social media use on well-being, which may drive subsequent increased use of social media. The bidirectional relationships suggest that adults who experience psychological distress or lower life satisfaction may seek to use social media as a way to alleviate poor well-being. However, paradoxically, this maladaptive coping mechanism appears to drive increased social media use which in turn can exacerbate poor well-being. Clinicians should be aware of these bidirectional relationships and work with clients towards replacing ineffective strategies with more helpful coping approaches. As this study used a simplistic measure of social media use, future research should address this limitation and explore nuanced relationships afforded by assessing specific social media activities or exposure to certain types of content.


Subject(s)
Internet Use , Social Media , Stress, Psychological , Social Media/statistics & numerical data , Internet Use/statistics & numerical data , Humans , Male , Female , Adolescent , Young Adult , Adult , Middle Aged , Aged , Aged, 80 and over , New Zealand/epidemiology , Stress, Psychological/epidemiology , Stress, Psychological/psychology , Personal Satisfaction , Time Factors , Sex Factors , Age Factors , Adaptation, Psychological
18.
Arch. pediatr. Urug ; 94(1): e203, 2023. ilus, graf, tab
Article in Spanish | LILACS, UY-BNMED, BNUY | ID: biblio-1420115

ABSTRACT

Introducción: en marzo de 2020, en Uruguay se decretó la emergencia sanitaria al detectarse los primeros casos de infección por SARS-CoV-2 (COVID-19). El confinamiento domiciliario voluntario fue una de las medidas de salud pública adoptadas en el control de la pandemia. Objetivo: describir el efecto del confinamiento sobre los hábitos de sueño, alimentación y actividad física de adolescentes de Montevideo y Canelones durante la pandemia de COVID-19. Metodología: encuesta elaborada ad hoc, voluntaria, anónima, online y autoadministrada a adolescentes de 12 a 19 años, usuarios de CASMU, CRAMI, COMECA y Asociación Española, entre el 1 de junio y el 1 de julio de 2020. Se aplicaron cuestionarios validados para evaluar sueño, alimentación y actividad física. Resultados: se encuestaron 465 adolescentes, 70,1% mujeres y 48,2% de adolescencia media. Refirieron permanecer más de 6 horas al día conectados a internet y al celular 58,3% y 42,4%, respectivamente. La convivencia durante el confinamiento resultó agradable en la mayoría. El 76% refirió dormir menos de 9 horas/día. Señaló un consumo adecuado de frutas 6%, verduras 5,8% y lácteos 32,2%. El porcentaje de adolescentes activos descendió de 30,7% previo a la pandemia a 19,7% durante la misma. A la pregunta "¿cuál es la primera palabra que te viene a la mente cuando escuchas pandemia de COVID-19?" la mayoría brindó respuestas negativas. Conclusiones: las medidas de confinamiento no se asociaron con problemas importantes en la convivencia familiar en este grupo de adolescentes. Se observó una profundización de los problemas en los hábitos de alimentación, actividad física, sueño que favorecen el "ambiente obesogénico" y el riesgo de desarrollo de enfermedades crónicas no transmisibles. Resulta relevante considerar el impacto negativo del confinamiento y planificar las medidas preventivas tendientes a mitigar sus efectos.


Introduction: in March 2020, a Health Emergency was decreed in Uruguay when the first cases of the SARS-CoV-2 (COVID 19) infection were detected. Voluntary home confinement was one of the public health measures adopted in theto control the pandemic. Objectives: describe the effects of confinement on sleep, eating and exercise habits of adolescents assisted by private health providers in Montevideo and Canelones during the COVID-19 pandemic. Methodology: ad hoc, voluntary, anonymous, online and self-administered survey to adolescents of 12 to 19 years of age, users of CASMU, CRAMI, COMECA and Asociación Española HMOs, between June 1 and July 1, 2020. Validated questionnaires were applied to assess sleep, diet and exercise habits. Results: 465 adolescents were surveyed, 70.1% women and 48.2% in mid-adolescence. They reported having been connected to Internet and cell phone more than 6 hours a day, 58.3% and 42.4%, respectively. Coexistence during confinement was mostly pleasant. 76% reported sleeping less than 9 hours/day. They reported an appropriate consumption of fruit 6%, vegetables 5.8% and dairy 32.2%. The percentage of active adolescents fell from 30.7% before the pandemic to 19.7% during the pandemic. To the question, What is the first word that comes to mind when you hear about the COVID-19 pandemic? most gave negative responses. Conclusions: confinement measures were not linked to important problems regarding coexistence with relatives in this group of adolescents. We observed a worsening of the eating, exercise and sleep habits, which may favor the "obesogenic environment" and increase the risk of developing chronic non-communicable diseases. It is relevant to consider the negative impact of confinement and plan preventive measures aimed at mitigating its effects.


Introdução: em março de 2020, a Emergência Sanitária foi decretada no Uruguai quando foram detectados os primeiros casos de infecção por SARS-CoV-2 (COVID 19). O confinamento domiciliar voluntário foi uma das medidas de saúde pública adotadas para controlar a pandemia. Objetivo: descrever o efeito do confinamento nos hábitos de sono, alimentação e atividade física de adolescentes em Montevidéu e Canelones durante a pandemia de COVID-19. Metodologia: inquérito ad hoc, voluntário, anônimo, online e autoadministrado a adolescentes de 12 a 19 anos de idade atendido pelas prestadoras CASMU, CRAMI, COMECA e Associação Espanhola, entre 1 de junho e 1 de julho de 2020. Foram aplicados questionários validados para avaliar os seus hábitos de sono, alimentação e atividade física. Resultados: foram pesquisados 465 adolescentes, 70,1% mulheres e 48,2% na adolescência média. 58,3% e 42,4%, respectivamente, relataram ficar mais de 6 horas por dia conectados à internet e ao celular. A convivência durante o confinamento foi agradável para a maioria. 76% relataram dormir menos de 9 horas/dia. 6% deles indicou consumo adequado de frutas, vegetais 5,8% e laticínios 32,2%. O percentual de adolescentes ativos caiu de 30,7% antes da pandemia para 19,7% durante ela. Quando perguntados: Qual é a primeira palavra que vem à mente quando você ouve a pandemia do COVID-19? a maioria forneceu respostas negativas. Conclusões: as medidas de confinamento não estiveram associadas a problemas importantes na vida familiar neste grupo de adolescentes. Observou-se aprofundamento dos problemas nos hábitos alimentares, de exercício físico e de sono que favorecem o "ambiente obesogênico" e o risco de desenvolver doenças crônicas não transmissíveis. É relevante considerar o impacto negativo do confinamento e planejar medidas preventivas visando mitigar seus efeitos.


Subject(s)
Humans , Male , Female , Child , Adolescent , Health Behavior , Quarantine , COVID-19/complications , COVID-19/epidemiology , Uruguay/epidemiology , Health Surveys , Affect , Age and Sex Distribution , Family Relations , Cell Phone Use/statistics & numerical data , Internet Use/statistics & numerical data , Sleep Initiation and Maintenance Disorders/epidemiology
19.
Top Companion Anim Med ; 51: 100738, 2022.
Article in English | MEDLINE | ID: mdl-36306992

ABSTRACT

Internet use for pet health information is increasing in popularity among pet owners. So far, evidence on motivations and topics of interest is limited to surveys on English speaking countries. The objective was to evaluate the motivations of Portuguese-speaking pet owners when visiting a pet information website, written by a certified veterinarian. In situ needs and motivations of visitors were evaluated by classifying online questions (n = 202) and conducting a short questionnaire in the website sidebar (n = 453). Most pet owners were looking for general advice (73.9%), especially on systems with visible disease signs, being motivated by the lack of access to veterinary services due to costs (17.7%), support from other pet owners (11.3%), and complementing the insufficient information provided by the veterinarian (7.7%). Brazilians reported more lack of veterinary access due to costs compared to Portuguese respondents. Thus, Portuguese-speaking pet owners engaged in online searches to seek affordable veterinary care, better information, and emotional support.


Subject(s)
Internet Use , Veterinary Medicine , Animals , Humans , Motivation , Portugal , Surveys and Questionnaires , Internet Use/statistics & numerical data
20.
PLoS One ; 17(1): e0262644, 2022.
Article in English | MEDLINE | ID: mdl-35085292

ABSTRACT

Solving environmental problems relies upon cultivating pro-environmental behavior in the society. While the internet has been widely used to facilitate information transmission and communication, it's important to understand its function in promoting pro-environmental behavior. Using the data from the China General Social Survey 2013, the relationship between the use of internet and the individual's pro-environmental behavior is investigated, and overall positive effects are found. The results show that, the influence of internet use is more pronounced on the private pro-environmental behavior when further dividing pro-environmental behavior into private and public types. Moreover, the positive effect of internet use on pro-environmental behavior is more pronounced among low-income and female groups, compared to middle to high income and male counterparts, respectively, when considering the heterogeneity across different groups of individuals. We further explore the plausible channels of providing information, encouraging participation in pro-environmental campaigns and improving social relationships through which internet use facilitates pro-environmental behavior.


Subject(s)
Conservation of Natural Resources/statistics & numerical data , Internet Use/statistics & numerical data , Internet/statistics & numerical data , China , Communication , Environment , Female , Humans , Interpersonal Relations , Male , Surveys and Questionnaires/statistics & numerical data
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