OBJECTIVE: The objectives of the study are to explore the determinants, motives, and barriers to healthy eating behaviors in online communities and provide insight into YouTube video commenters' perceptions and sentiments of healthy eating through text mining techniques.
METHODS: This paper applied text mining techniques to identify and categorize meaningful healthy eating determinants. These determinants were then incorporated into hypothetically defined constructs that reflect their thematic and sentimental nature in order to test our proposed model using a variance-based structural equation modeling procedure.
RESULTS: With a dataset of 4654 comments extracted from YouTube videos in the context of Malaysia, we apply a text mining method to analyze the perceptions and behavior of healthy eating. There were 10 clusters identified with regard to food ingredients, food price, food choice, food portion, well-being, cooking, and culture in the concept of healthy eating. The structural equation modeling results show that clusters are positively associated with healthy eating with all P values less than .001, indicating a statistical significance of the study results. People hold complex and multifaceted beliefs about healthy eating in the context of YouTube videos. Fruits and vegetables are the epitome of healthy foods. Despite having a favorable perception of healthy eating, people may not purchase commonly recognized healthy food if it has a premium price. People associate healthy eating with weight concerns. Food taste, variety, and availability are identified as reasons why Malaysians cannot act on eating healthily.
CONCLUSIONS: This study offers significant value to the existing literature of health-related studies by investigating the rich and diverse social media data gleaned from YouTube. This research integrated text mining analytics with predictive modeling techniques to identify thematic constructs and analyze the sentiments of healthy eating.
METHODS: A convenience sample of 135 Malaysian women with breast cancer completed questionnaires measuring uncertainty in illness, mood states (i.e. anxiety and depression), quality of life, and copying styles.
RESULTS: The results showed an inverse correlation between uncertainty and quality of life after controlling for the effects of age, cancer stage and time since diagnosis. Moreover, the negative association between illness uncertainty and quality of life was mediated by coping strategies and mood states.
CONCLUSION: The findings revealed that breast cancer patients experiencing a high level of uncertainty more likely use avoidant and less likely use active emotional coping strategies which in turn amplifies anxiety and depression and undermines their quality of life. While some interventions to reduce the adverse consequences of uncertainty are recommended, the findings indicated the need for targeted psychological interventions seeking to gradually shift cancer patients' coping strategies from avoidant to active emotional coping.
DESIGN: Patients were assessed for food addiction utilizing the Malay YFAS 2.0. The participants were also assessed for eating disorder using the validated Malay Binge Eating Scale. The psychometric properties of the YFAS 2.0 were determined by analysing factor structure, overall item statistics, internal consistency and construct validity.
SETTING: Between 2017 and 2018, participants were chosen from a regional primary-care clinic in the district of Seremban, Malaysia.
PARTICIPANTS: Patients (n 382) from a regional primary-care clinic.
RESULTS: The prevalence of food addiction was 5·0%. A two-factor structure of the YFAS was confirmed as the most optimal solution for the scale via confirmatory factor analysis. In both its diagnostic and symptom count version, the YFAS 2.0 had good internal consistency (Kuder-Richardson α > 0·80 and McDonald's ω > 0·9).
CONCLUSIONS: We validated a psychometrically sound Malay version of the YFAS 2.0 in a primary-care population. Both diagnostic and symptom count versions of the scale had robust psychometric properties. The questionnaire can be used to develop health promotion strategies to detect food addiction tendencies in a general population.
DESIGN AND METHODS: In this cross-sectional study, a sample of 300 nurses from two public hospitals in Iran was selected. Exploratory factor analysis was used to assess the measurement model and the proposed structural model.
FINDINGS: There was a significant negative relationship between abusive supervision with nurses' job satisfaction and quality of nursing care. A positive relationship between psychological ownership with nurses' job satisfaction and quality of nursing care was observed.
PRACTICE IMPLICATIONS: Given the importance of nurses' job satisfaction, nursing managers can enhance the quality of nursing care by providing a favorable work environment for nurses.
METHOD: A cross-sectional descriptive design with a convenience sample of 145 Malay patients was used. The mediating role of hope in the relationship between spirituality and quality of life as well as the moderating effect of education level on the spirituality hope link were examined.
RESULTS: Participants with higher self-reported spirituality reported more hope (b = 6.345, p < 0.001) and higher levels of quality of life (b = 1.065, p < 0.001). Higher educational attainment weakened relationships between spirituality and hope (b = -1.460, p < 0.001).
SIGNIFICANCE OF RESULTS: The role of advanced education in contributing to lessened hope in relation to spirituality emphasizes the importance of skilled and personalized spiritual counseling in the respective socio-cultural religious context.