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Babiker A, Alshakhsi S, Sindermann C, Montag C, Ali R. Examining the growth in willingness to pay for digital wellbeing services on social media: A comparative analysis. Heliyon 2024; 10:e32467. [PMID: 38961952 PMCID: PMC11219352 DOI: 10.1016/j.heliyon.2024.e32467] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2023] [Revised: 06/02/2024] [Accepted: 06/04/2024] [Indexed: 07/05/2024] Open
Abstract
In recent years, there has been a growing need for social media platforms to offer services that preserve and promote users' digital wellbeing, including better protection of personal data and balanced technology usage. However, the current business model of social media is often seen as in conflict with users' digital wellbeing. In 2020, a study investigated users' willingness to pay monetary fees for social media digital wellbeing services. In the present work, we replicated this study in Q4 of 2022, aiming to explore any changes in interest and willingness to pay for these services. In addition, we extended the replication by conducting qualitative analysis on participants' comments to gain deeper insight and identify reasons for payment and reasons for rejecting to pay. Data were collected from 262 participants through an online questionnaire. The survey focused on four services: better data protection, less use of data for marketing, aiding users in controlling their prolonged usage, and reducing fake news and radicalisation on social media. The results showed that the willingness to pay for these services was significantly higher in 2022 compared to the results published in 2020. Participants expressed concerns about the feasibility and fairness of the alternative business model, which requires users to pay for safety and support. Our findings suggest a growing interest in digital wellbeing services, emphasizing the need for social media platforms to assess the feasibility of alternative business models, identify user segments, and take measures to enhance consumers' trust, accordingly.
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Affiliation(s)
- Areej Babiker
- College of Science and Engineering, Hamad Bin Khalifa University, Doha, Qatar
| | - Sameha Alshakhsi
- College of Science and Engineering, Hamad Bin Khalifa University, Doha, Qatar
| | - Cornelia Sindermann
- Computational Digital Psychology, Interchange Forum for Reflecting on Intelligent Systems, University of Stuttgart, Stuttgart, Germany
| | - Christian Montag
- Department of Molecular Psychology, Institute of Psychology and Education, Ulm University, Ulm, Germany
| | - Raian Ali
- College of Science and Engineering, Hamad Bin Khalifa University, Doha, Qatar
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2
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Villamil A, King S. A Humane Social Learning-Informed Metaverse: Cultivating Positive Technology Experiences in Digital Learning Environments. CYBERPSYCHOLOGY, BEHAVIOR AND SOCIAL NETWORKING 2024; 27:47-56. [PMID: 38197842 PMCID: PMC10794833 DOI: 10.1089/cyber.2023.0001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/11/2024]
Abstract
Online environments, such as metaverses, provide distinct social environments for people to engage in complex, cognitive, and multidirectional learning and meaning-making experiences. These engaging and influential environments highlight important factors associated with the Social Learning Theory (a process through which external settings influence behavior in specific environments). According to this theory, environments provide a space for youth to engage in reciprocal interactions of interpersonal, behavioral, and environmental cues. Online environments designed by social media companies have been scrutinized, given their dependence on algorithms (artificial intelligence systems). Research has revealed the effects of systems that use machine learning to subversively maintain engagement on their platforms for as long as possible. Given the constant changes in socializing environments, younger generational cohorts need to be adequately prepared for systems that determine what type of content they are exposed to, and shape the timing, frequency, and agentic influencers they engage with. Therefore, this article proposes a necessity to expand our understanding about social learning and current technology design principles. This article demonstrates the need for a paradigm shift toward exploring an innovative construct referred to as the digital learning environment. We examine existing issues in the design of digital spaces, provide a positive developmental psychology framework that informs further research, and propose solutions for researchers, educators, policymakers, and caregivers as they navigate healthy technology use and predominant mental health issues in the 21st century.
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Affiliation(s)
- Andrew Villamil
- Department of Behavioral and Organizational Sciences, Claremont Graduate University, Claremont, California, USA
| | - Sará King
- Department of Public Health, University of California San Diego, La Jolla, California, USA
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Upadhyay HK, Juneja S, Muhammad G, Nauman A, Awad NA. Analysis of IoT-Related Ergonomics-Based Healthcare Issues Using Analytic Hierarchy Process Methodology. SENSORS (BASEL, SWITZERLAND) 2022; 22:s22218232. [PMID: 36365939 PMCID: PMC9655769 DOI: 10.3390/s22218232] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/19/2022] [Revised: 10/18/2022] [Accepted: 10/21/2022] [Indexed: 05/12/2023]
Abstract
The objective of the present work is for assessing ergonomics-based IoT (Internet of Things) related healthcare issues with the use of a popular multi-criteria decision-making technique named the analytic hierarchy process (AHP). Multiple criteria decision making (MCDM) is a technique that combines alternative performance across numerous contradicting, qualitative, and/or quantitative criteria, resulting in a solution requiring a consensus. The AHP is a flexible strategy for organizing and simplifying complex MCDM concerns by disassembling a compound decision problem into an ordered array of relational decision components (evaluation criteria, sub-criteria, and substitutions). A total of twelve IoT-related ergonomics-based healthcare issues have been recognized as Lumbago (lower backache), Cervicalgia (neck ache), shoulder pain; digital eye strain, hearing impairment, carpal tunnel syndrome; distress, exhaustion, depression; obesity, high blood pressure, hyperglycemia. "Distress" has proven itself the most critical IoT-related ergonomics-based healthcare issue, followed by obesity, depression, and exhaustion. These IoT-related ergonomics-based healthcare issues in four categories (excruciating issues, eye-ear-nerve issues, psychosocial issues, and persistent issues) have been compared and ranked. Based on calculated mathematical values, "psychosocial issues" have been ranked in the first position followed by "persistent issues" and "eye-ear-nerve issues". In several industrial systems, the results may be of vital importance for increasing the efficiency of human force, particularly a human-computer interface for prolonged hours.
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Affiliation(s)
| | - Sapna Juneja
- KIET Group of Institutions, Delhi NCR, Ghaziabad 201206, India
- Correspondence: (S.J.); (G.M.)
| | - Ghulam Muhammad
- Department of Computer Engineering, College of Computer and Information Sciences, King Saud University, Riyadh 11543, Saudi Arabia
- Correspondence: (S.J.); (G.M.)
| | - Ali Nauman
- Department of Information and Communication Engineering, Yeungnam University, Gyeongsan 38541, Korea
| | - Nancy Awadallah Awad
- Department of Computer and Information Systems, Sadat Academy for Management Sciences, Cairo 11742, Egypt
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Barsova T, Cheong ZG, Mak AR, Liu JC. Predicting Psychological Symptoms When Facebook’s Digital Well-being Features Are Used: Cross-sectional Survey Study. JMIR Form Res 2022; 6:e39387. [PMID: 36036971 PMCID: PMC9468917 DOI: 10.2196/39387] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2022] [Revised: 07/25/2022] [Accepted: 07/27/2022] [Indexed: 11/13/2022] Open
Abstract
Background
Prior research has linked social media usage to poorer mental health. To address these concerns, social media platforms have introduced digital well-being tools to help users monitor their engagement. Nonetheless, little is known about the effectiveness of these tools.
Objective
In this study, we focused on Facebook to assess users’ awareness and usage of the following six Facebook well-being tools: the Unfollow, Snooze, Off-Facebook Activity, Your Time on Facebook, Set Daily Reminders, and Notification Settings features. Additionally, we examined whether the use of these tools was associated with better mental health outcomes.
Methods
We conducted a cross-sectional survey of 598 Facebook users. The survey comprised questions about (1) baseline Facebook use, (2) the adoption of Facebook’s digital well-being tools, and (3) participant demographics. These were used to predict the primary outcome measure—scores on the 21-item Depression, Anxiety, and Stress Scale.
Results
Most participants (580/598, 97%) knew about Facebook’s digital well-being tools, but each tool was used by only 17.4% (104/598) to 55.5% (332/598) of participants. In turn, the use of two tools was associated with better well-being; although participants who spent more time on Facebook reported higher levels of depression, anxiety, and stress, those who managed their feed content or notifications by using the Unfollow or Notification Settings features had lower scores on each of these measures. However, the use of the Snooze, Off-Facebook Activity, Your Time on Facebook, or Set Time Reminder features was not associated with lower depression, anxiety, or stress scores.
Conclusions
Of the 6 Facebook digital well-being tools, only 2 were associated with better mental health among users. This underscores the complexity of designing social media platforms to promote user welfare. Consequently, we urge further research into understanding the efficacy of various digital well-being tools.
Trial Registration
ClinicalTrials.gov NCT04967846; https://clinicaltrials.gov/ct2/show/study/NCT04967846
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Affiliation(s)
| | | | - Ann R Mak
- Yale-NUS College, Singapore, Singapore
- Centre for Sleep and Cognition, NUS Yong Loo Lin School of Medicine, Singapore, Singapore
| | - Jean Cj Liu
- Yale-NUS College, Singapore, Singapore
- Centre for Sleep and Cognition, NUS Yong Loo Lin School of Medicine, Singapore, Singapore
- Centre for Trusted Internet and Community, National University of Singapore, Singapore, Singapore
- Lee Kuan Yew School of Public Policy, National University of Singapore, Singapore, Singapore
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5
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Immunology of SARS-CoV-2 infection in children. Nat Immunol 2022; 23:177-185. [PMID: 35105983 DOI: 10.1038/s41590-021-01123-9] [Citation(s) in RCA: 96] [Impact Index Per Article: 48.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/01/2021] [Accepted: 12/13/2021] [Indexed: 02/06/2023]
Abstract
Children and adolescents exhibit a broad range of clinical outcomes from SARS-CoV-2 infection, with the majority having minimal to mild symptoms. Additionally, some succumb to a severe hyperinflammatory post-infectious complication called multisystem inflammatory syndrome in children (MIS-C), predominantly affecting previously healthy individuals. Studies characterizing the immunological differences associated with these clinical outcomes have identified pathways important for host immunity to SARS-CoV-2 and innate modulators of disease severity. In this Review, we delineate the immunological mechanisms underlying the spectrum of pediatric immune response to SARS-CoV-2 infection in comparison with that of adults.
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Zhang T, Yu L. The Relationship between Government Information Supply and Public Information Demand in the Early Stage of COVID-19 in China-An Empirical Analysis. Healthcare (Basel) 2021; 10:77. [PMID: 35052242 PMCID: PMC8775904 DOI: 10.3390/healthcare10010077] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2021] [Revised: 12/26/2021] [Accepted: 12/27/2021] [Indexed: 12/18/2022] Open
Abstract
Accurate and effective government communication is essential for public health emergencies. To optimize the effectiveness of government crisis communication, this paper puts forward an analytical perspective of supply-demand matching based on the interaction between the government and the public. We investigate the stage characteristics and the topic evolutions of both government information supply and public information demand through combined statistical analysis, text mining, text coding and cluster analysis, using empirical data from the National Health Commission's WeChat in China. A quantitative measure reflecting the public demand for government information supply is proposed. Result indicates that the government has provided a large amount of high-intensity epidemic-related information, with six major topics being the medical team, government actions, scientific protection knowledge, epidemic situation, high-level deployment and global cooperation. The public's greatest information needs present different characteristics at different stages, with "scientific protection knowledge", "government actions" and "medical teams" being the most needed in the outbreak stage, the control stage and the stable stage, respectively. The subject of oversupply is "medical team", and the subject of short supply is "epidemic dynamics" and "science knowledge". This paper provides important theoretical and practical value for improving the effectiveness of government communication in public health crises.
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Affiliation(s)
- Tong Zhang
- School of Public Affairs, Zhejiang University, Hangzhou 310058, China;
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Mehnert-Theuerkauf A. [Is the Post-Pandemic Future Offline?]. Psychother Psychosom Med Psychol 2021; 71:263-264. [PMID: 34237789 DOI: 10.1055/a-1509-7813] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
Abstract
Ist die post-pandemische Zukunft offline? Natürlich nicht! Diese Frage werden
die meisten wohl zu Recht verneinen. Im Gegenteil: Durch die Einschränkungen
der Sozialkontakte bedingt durch die COVID-19-Pandemie hat unser virtuelles Leben
deutlich Aufwind bekommen, tatsächlich vieles erleichtert und nicht zuletzt
zu einer höheren digitalen Kompetenz im Umgang mit verschiedenen virtuellen
Formaten beigetragen. Videokonferenzen mit Kooperationspartnern, Videosprechstunden
mit Patienten und Videochats mit Kollegen bestimmen mittlerweile unseren Alltag.
Durch den Boom von Webinaren und Online-Konferenzen können viele Menschen
ihren Job komplett zu Hause erledigen. Unsere Arbeitswelt scheint flexibler geworden
zu sein – und das Internet noch lebenswichtiger, als es vor Beginn der
Pandemie bereits war.
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Throuvala MA, Pontes HM, Tsaousis I, Griffiths MD, Rennoldson M, Kuss DJ. Exploring the Dimensions of Smartphone Distraction: Development, Validation, Measurement Invariance, and Latent Mean Differences of the Smartphone Distraction Scale (SDS). Front Psychiatry 2021; 12:642634. [PMID: 33762981 PMCID: PMC7982468 DOI: 10.3389/fpsyt.2021.642634] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/16/2020] [Accepted: 02/04/2021] [Indexed: 01/03/2023] Open
Abstract
Background: Distraction is a functional emotion regulation strategy utilized to relieve emotional distress. Within the attention economy perspective, distraction is increasingly associated with digital technology use, performance impairments and interference with higher-order cognitive processes. Research on smartphone distraction and its association with problematic smartphone use is still scarce and there is no available psychometric assessment tool to assess this cognitive and emotive process parsimoniously. Method: The present study reports the development and evaluation of the psychometric properties of the Smartphone Distraction Scale (SDS) through exploratory and confirmatory factor analysis, construct validity, gender invariance, and latent mean differences. The study was conducted in a sample of British university students (N = 1,001; M = 21.10 years, SD = 2.77). Results: The 16-item SDS was best conceptualized in a four-factor model solution comprising attention impulsiveness, online vigilance, emotion regulation, and multitasking. Construct validity was established using relevant psychosocial and mental health measures, with SDS scores being moderately associated with deficient self-regulation and problematic social media use. Gender measurement invariance was achieved at the configural, metric, and scalar levels, and latent mean differences indicated that females had significantly higher means than males across all four SDS latent factors. Discussion: The SDS presents with several strengths, including its theoretical grounding, relatively short length, and sound psychometric properties. The SDS enables the assessment of distraction, which appears to be one of the pathways to problematic smartphone use facilitating overuse and overreliance on smartphones for emotion regulation processes. The assessment of distraction in relation to problematic use in vulnerable populations may facilitate interventions that could encourage metacognition and benefit these groups by allowing sustained productivity in an increasingly disrupted work and social environment.
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Affiliation(s)
- Melina A Throuvala
- International Gaming Research Unit, Psychology Department, Nottingham Trent University, Nottingham, United Kingdom
| | - Halley M Pontes
- Department of Organizational Psychology, Birkbeck, University of London, London, United Kingdom
| | - Ioannis Tsaousis
- Department of Psychology, University of Crete, Rethymnon, Greece
| | - Mark D Griffiths
- International Gaming Research Unit, Psychology Department, Nottingham Trent University, Nottingham, United Kingdom
| | - Mike Rennoldson
- Psychology Department, Nottingham Trent University, Nottingham, United Kingdom
| | - Daria J Kuss
- International Gaming Research Unit, Psychology Department, Nottingham Trent University, Nottingham, United Kingdom
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