Association Between Health Information‒Seeking Behavior on YouTube and Physical Activity Among U.S. Adults: Results From Health Information Trends Survey 2020

The circular economy through the prism of machine learning and the YouTube video media platform

The transition to a Circular Economy (CE) is rapidly gaining ground across countries and industries. It is the means of achieving more sustainable development by adopting innovative environmentally friendly strategies and saving primary resources. There are several studies indicating the increasing public and corporate interest in the CE but still remain limited in terms of the multitude and utilization of social media data. This work aims to shed light on the most common topics discussed on the YouTube platform, related to the CE. For this reason, we selected 17 videos including the term "Circular Economy" since these have been the most relevant with a sufficient number of comments and views. The model identified two main topics referring to "Sustainable industry and environmental responsibility" and "Circular Economy and resource management" which is a strong indicator of the people's interest in the utilization of resources alongside industrial and corporate activities. The two-topic configuration presented the highest coherence score; however, five and ten-topic configurations have been deployed since there was no extreme differentiation in the model's performance, which could provide more detailed insights. This work's innovation lies in utilizing Machine Learning techniques and social media data to unravel CE's debates.

Users' experience with health-related content on YouTube: an exploratory study

BACKGROUND

This study focuses on health-related content (HRC) on YouTube and addresses the issue of misinformation on this platform. While previous research centered on content evaluations by experts, this study takes a user-centered approach and aims to explore users' experiences with and perceptions of HRC videos and to establish links between these perceptions and some socio-demographic characteristics including age, gender, profession, and educational level.

METHODS

A quantitative research design was used in the study. 3,000 YouTube users responded to a 35-item anonymous questionnaire to collect information about the content they watch toward decision-making, their perceptions of the usefulness and bias of this content, what they identify as quality indicators for HRC, and what they recommend to improve the quality of such content on YouTube. The data were analyzed using descriptive statistics, frequency, and correlation analyses.

RESULTS

The results reveal that 87.6 percent (n=2630) of the participants watch HRC on YouTube, and 84.7 percent (n=2542) make decisions based on what they watch. Exercise and bodybuilding videos are the most popular, with over half of the participants watching them. 40 percent of the users watch YouTube videos to decide whether to consult a doctor or adopt specific health-related practices. In contrast to evaluations by experts in previous studies, most respondents perceive HRC videos on YouTube as useful and do not find connections between video quality and surface features like the number of views and likes. Weak or no correlations were observed between the perceived usefulness of HRC videos and age, gender, profession, or educational level. Participants' recommendations for enhancing HRC quality align with previous research findings.

CONCLUSIONS

Users turn to YouTube not only for health information but also as a decision-making tool. Combined with their generally positive attitudes towards content quality on this platform, this can have significant consequences for their health. Follow-up studies are needed to get more insights into decision-making behaviors and how users assess their decisions in retrospect.

The association between YouTube use and knowledge of human papillomavirus-related cancers

Objective

To examine the association between YouTube usage and HPV-related cancer knowledge (cervical, anal, oral and penile).

Study design

Cross-sectional study using data from the Health Information National Trends survey conducted between 2017 and 2020 (N = 16,092). Logistic regression was used to analyze the independent effect of YouTube use on cancer knowledge, controlling for sociodemographic characteristics.

Results

Respondents' knowledge of HPV-related cancers varied: 49.9% about cervical, 18% anal, 20.1% oral and 20.4% penile cancers. YouTube use was associated with increased knowledge for all cancers (cervical: OR 2.66, 95% CI 2.04, 3.46; anal: OR 1.83, 95% CI 1.32, 2.53; oral: OR 1.89, 95% CI 1.37, 2.61; penile OR 2.00, 95% CI 1.44, 2.77) in models adjusted for all covariates. Other independent predictors of HPV-related cancer knowledge included female gender, younger age, a higher income, and higher education.

Conclusions

YouTube could play an important role in educating people about HPV-related cancers and should also target other populations, such as males and those with less formal education.

Innovation

The study provides novel insights into the potential of YouTube as an educational tool for promoting cancer knowledge with the goal of cancer prevention.

Universal health coverage in China part 2: addressing challenges and recommendations

This report analyses the underlying causes of China's achievements and gaps in universal health coverage over the past 2 decades and proposes policy recommendations for advancing universal health coverage by 2030. Although strong political commitment and targeted financial investment have produced positive outcomes in reproductive, maternal, newborn, and child health and infectious diseases, a fragmented and hospital-centric delivery system, rising health-care costs, shallow benefit coverage of health insurance schemes, and little integration of health in all policies have restricted China's ability to effectively prevent and control chronic disease and provide adequate financial risk protection, especially for lower-income households. Here, we used a health system conceptual framework and we propose a set of feasible policy recommendations that draw from international experiences and first-hand knowledge of China's unique institutional landscape. Our six recommendations are: instituting a primary care-focused integrated delivery system that restructures provider incentives and accountability mechanisms to prioritise prevention; leveraging digital tools to support health behaviour change; modernising information campaigns; improving financial protection through insurance reforms; promoting a health in all policy; and developing a domestic monitoring framework with refined tracer indicators that reflects China's disease burden.

Sports Value Consciousness Moderates the Effect of Exercise Behavior on Sport Activity Loyalty: A Moderated Mediation Model with Sports YouTube Engagement

This study aims to address a lack of research on sports value consciousness among Korean university students by examining the moderated mediating effect of sports value consciousness on the relationship between university students' sports YouTube engagement and their sport activity loyalty. A total of 231 Korean university students were recruited for this study. The analytical model was validated using the SPSS PROCESS Macro (Model no. 8). Exercise behavior was found to have a significant positive effect on both sports YouTube engagement and sport activity loyalty, while sports YouTube engagement had a significant positive effect on sport activity loyalty. Furthermore, the interaction between exercise behavior and sports value consciousness had a significant positive effect on sport activity loyalty at a low to moderate level. Results suggest that, for Korean university students, sports value consciousness is more important at a low to moderate level of sport activity loyalty than at a high level. The importance of sports value consciousness is highlighted in the context of the development of sports media and the sociological aspects of sports engagement among university students.