Health-related Lifestyle Research Articles

Lifestyle related health risk factors regarding non-communicable diseases among adults in Morang District

Introduction: Non-communicable diseases are the leading causes of disease burden worldwide. According to World Health Organization estimates, NCDs are responsible for 74% of all deaths globally, with around 77% of premature deaths from NCDs occurring in low- and middle-income countries. This study aims to assess the lifestyle related health risk factors of non-communicable diseases among adults in Nepal, in which two- third of annual deaths are attributable to non-communicable diseases. Methods: A cross sectional study was conducted among adults in Morang district, Nepal. Data collection involved the assessment of the risk factors of obesity, smoking, alcohol consumption, inadequate fruits and vegetable consumption, inadequate physical activity, are raising blood pressure. Ethnical approval was obtained. Results: Two hundred forty participants participated in the study, of which the most prevalent risk factor was obesity (58.3%). Out of total participants, 41.6% had consumed tobacco, 31.2% had consumed alcohol, 41.6% had consumed inadequate fruits and vegetables, 30.4% had inadequate physical activity, and 29.1% had raised blood pressure. Similarly, education is statistically associated with lifestyle risk factors. Male participants of age above 40 years were found to be statistically associated with current tobacco and alcohol consumption. Conclusion: Health related risk factors are causes of non-communicable disease. Most of the participants had two or more risk factors for non-communicable disease. Education is significantly associated with all the risk factors among the participants.

Intersectional inequality through economic difficulties and lifestyle on body mass index in Sweden

Abstract Background A high body mass index (BMI) is listed among the top five risk factors for the Swedish population. Socially disadvantaged groups, including women, low-educated, and immigrants, are even at higher risk of a high BMI who may also face economic constraints, physical inactivity, and poor-quality diets. However, complex intersectional transmission of inequalities to BMI remains unexplored. Therefore, we aimed to examine intersectional inequalities in BMI mediated by economic strain and lifestyle in the Swedish population. Methods By using the Health on Equal Terms cross-sectional surveys in 2016, 2018, 2020, and 2021 in the Swedish population (n = 44,177 inhabitants aged 24 and over), we performed an intersectional mediation analysis to estimate how inequalities across intersectional strata, by gender (women or men), education (primary, secondary or university), and migration status (Swedish native or migrant), may be sequentially transmitted through economic strain (yes or not in the last 12 months) and unhealthy lifestyle (physical inactivity or inadequate fruit/vegetables consumption) to BMI (continuous). Results Compared with high-educated native men, socially disadvantaged strata experienced more economic strain, which in turn led to poorer health-related lifestyles and ultimately to a higher BMI. Some strata such as high-educated women, despite having a lower BMI, still experienced more pronounced transmissions of inequality on BMI through economic difficulties. Conclusions Not only inequalities in BMI, but also the material and behavioral pathways underpinning the inequalities, act by intersectional patterns. Public health interventions should ensure adequate economic resources to access healthy food and physical activity across all social strata groups. Key messages • Intersectional inequalities in BMI were driven by economic strain and lifestyle. • Economic strain and poorer lifestyles were not only more prevalent in lower stratus but also more detrimental.

Dietary Habits of Young Poles and Their Selected Determinants: A Review and Implications for Public Health.

This study investigates the dietary patterns, health behaviors, and related determinants among young people in Poland, amid increasing lifestyle-related health concerns like obesity and poor nutrition. Understanding the factors influencing these behaviors is crucial for crafting effective public health strategies. The objective was to analyze young Poles' eating habits, their perceptions of health, and the role of various determinants in shaping these behaviors. A survey was conducted among a representative sample of young Poles, gathering data on eating habits, health perceptions, and lifestyle choices. The survey focused on the respondents' understanding of healthy eating, sources of nutrition knowledge, and the influence of family, social media, and public health campaigns. Data were analyzed using descriptive statistics, and correlations between health behaviors and socio-demographic factors were examined. The study revealed that 88% of young respondents prioritize health, with 73% acknowledging a link between nutrition and health. While most participants accurately described healthy eating and reported adherence to dietary guidelines, 43% engaged in emotional eating, which often led to compulsive behaviors associated with obesity. Social media, internet articles, and family were primary sources of nutrition knowledge. Despite their knowledge, fruit and vegetable consumption was below recommended levels, and physical activity levels were insufficient in nearly half of the respondents. Only 36% regularly read food labels, with many choosing products containing additives. Appearance-related stress was prevalent among 52% of respondents, while sleep deficits and lack of sufficient physical activity were common. The findings suggest that while young Poles possess a high level of awareness regarding healthy eating, gaps remain in the application of this knowledge, particularly concerning emotional eating and inadequate fruit and vegetable consumption. Public health campaigns should be more effectively targeted to address these gaps and promote sustainable health behaviors from early childhood. Addressing emotional eating, enhancing physical activity, and improving nutrition education through effective channels like social media are key to improving public health outcomes.

Modeling the effects of health-related habits and lifestyle on the general health of university students.

The general health of undergraduate university students has long-term social and career implications. This study, involving a cross-sectional design, is aimed at modeling the impact of sleep quality, living condition, lifestyle, eating habit, financial situation and some demographic factors on the general health and wellbeing of university students. A sample of 699 undergraduate students who met the inclusion criteria where recruited from the Faculty of Education of the University of Nigeria, Nsukka, Nigeria for the study. Quantitative data were collected with the help of general heath questionnaire, sleep quality assessment questionnaire, lifestyle index, eating habit questionnaire, living condition questions, and demographic questions. Generalized linear regression analysis was used to evaluate the predictors of general health of the students while Chi-square measure of association was used to ascertain the relationship between sleep quality and living condition of the students. At 0.05 level of significance, the year of study, sex, Parents/guardians' financial status, student's financial situation last 1 month, living condition (living in overcrowded rooms), source of daily meals, number of times food is eating per day, change in eating habit, risky lifestyle and severe sleep difficulty have significant negative effect on the general health of the students. Eating 3 times a day improved the health of the students. Mitigating food insecurity, insufficient financial challenges and risky lifestyles of the students while improving the living conditions will improve the health and wellbeing of the students.

Nutrition Chatbot Using Regression Modeling Techniques

This paper presents the development of a nutrition chatbot that utilizes regression modeling techniques to provide personalized dietary recommendations. With the increasing prevalence of lifestyle-related health issues, there is a growing need for accessible nutrition guidance. This chatbot leverages TensorFlow for regression analysis based on user input, including dietary preferences, health goals, and nutritional needs. The model is trained on a diverse dataset to ensure accuracy in predicting optimal food choices. Our approach aims to empower users to make informed dietary decisions, enhancing their overall health and well-being. Keywords: Nutrition chatbot; Regression model; TensorFlow; Dietary recommendations; Machine learning.

The transmission of social inequalities through economic difficulties and lifestyle factors on body mass index: An intersectional mediation analysis in the Swedish population

Body mass index (BMI) has increased in Sweden, disproportionally for socially disadvantaged groups, including women, low-educated, and immigrants, who may also face economic constraints, physical inactivity, and poor-quality diets. Intersectional public health research aims to unravel such complex social inequalities, but the intersectional transmission of inequalities to BMI remains unexplored. We aimed to examine intersectional inequalities in BMI mediated by economic strain and health-related lifestyle in the Swedish population. By using the Health on Equal Terms cross-sectional surveys in 2016, 2018, 2020, and 2021 (n = 44,177 inhabitants aged 25 and over), we performed an intersectional mediation analysis to analyze how inequalities across social intersectional strata (by gender, education, and migration status) may be transmitted through economic strain and unhealthy lifestyle (physical inactivity or inadequate fruit/vegetables consumption) to BMI. Our findings showed a sequential transmission that indicates the fact that socially disadvantaged strata (compared with high-educated native men) experienced more economic strain, which in turn led to poorer health-related lifestyles and ultimately to a higher BMI. We also found that certain intersectional strata, such as high-educated women, were more vulnerable to economic strain, despite having lower BMI than high-educated native men. Additionally, the highest BMI and unhealthy lifestyle risk was observed among low- and middle-educated men. In conclusion, not only inequalities in BMI, but also the economic and behavioral pathways underpinning the inequalities, act by intersectional patterns. Public health interventions should provide economic security, particularly for women and migrant population as well as promoting a healthy lifestyle in lower-educated strata, especially among men, to achieve healthy BMI levels.

A prospective study of health-related lifestyle changes among police cadets

The objectives of this prospective study were to explore the health-related lifestyle of police cadets and assess changes in their health behaviors following entry into the police force. To do so, 190 police cadets completed an online questionnaire assessing their physical activity level, sedentary behaviors, diet quality, sleep hygiene, alcohol consumption, cigarette smoking, and stress level. One year following their graduation from the police training program, participants were invited to, once again, complete the questionnaire. Our results suggest that police cadets generally display healthy lifestyles, with very few cadets being physically inactive, smokers, reporting insufficient sleep duration, and displaying obesity. Nevertheless, paired-sample comparisons highlighted significant decreases in physical activity, fruit and vegetable intake, sleep duration, and sleep quality at the follow-up. Likewise, significant increases in fast-food consumption and BMI were observed.

Validity and reliability of the Yonsei lifestyle profile-active, balance, connection, diversity.

Lifestyle, defined as a way of living resulting from an individual's deliberate choices, is a crucial factor in improving and maintaining health. Consequently, the measurement and analysis of lifestyle are of significant importance. This study aims to validate the validity and reliability of the Yonsei Lifestyle Profile-Active, Balance, Connection, Diversity (YLP-ABCD) in measuring health-related lifestyles. Data were collected from 300 participants aged 55 and older using the YLP-ABCD. To analyse the validity and reliability of the YLP-ABCD, analysed using frequency, descriptive statistics, confirmatory factor analysis, and Rasch model analysis. The results indicate that the YLP-ABCD, which consists of 35 items, demonstrates unidimensionality and local independence. The Rasch model confirmed the suitability of the 5-point Likert scale for the factors, excluding subfactors Balanced and Unbalanced. The item fit criteria (0.5 < MNSQ < 1.5) were met for all items. The distribution of the respondents' abilities suggests the need for additional items to measure their ability levels. Both the item and respondent separation indices and their reliabilities were satisfactory. This study confirmed the utility of the YLP-ABCD as a valuable tool for measuring and understanding the multifaceted diversity of lifestyles. Therefore, by utilising YLP-ABCD to quantitatively measure health lifestyles, we anticipate contributing to improvements in human health and quality of life.

Health lifestyles of six Zhiguo ethnic groups in China: a latent class analysis

BackgroundZhiguo ethnic groups, commonly known as “the directly-entering-socialism ethnic groups”, represent Chinese ethnic minorities who have undergone a unique social development trajectory by transforming directly from primitive societies to the socialist stage. In recent decades, significant lifestyle transformations have occurred among Zhiguo ethnic groups. Understanding their health lifestyles can play a strategic role in China’s pursuit of universal health coverage. This study aims to examine patterns of health-related lifestyle among Zhiguo ethnic groups and explore whether sociodemographic features and specific indicators related to health status are associated with particular classes.MethodsA cross-sectional study was conducted in Yunnan Province, China, from July to December 2022. Stratified random sampling method was employed to recruit residents belonging to six Zhiguo ethnic groups aged between 15 and 64. Latent class analysis was performed to identify clusters of health-related behaviors within each ethnic group. Logistic regression was utilized to determine the predictors of health lifestyles.ResultsA total of 1,588 individuals from the Zhiguo ethnic groups participated in this study. Three latent classes representing prevalent health lifestyles among the Zhiguo ethnic groups were identified: “unhealthy lifestyle” (31.80%), “mixed lifestyle” (57.37%), and “healthy lifestyle” (10.83%). In the overall population, individuals belonging to the “healthy lifestyle” group exhibited a higher likelihood of being non-farmers (OR: 2.300, 95% CI: 1.347–3.927), women (OR: 21.459, 95% CI: 13.678–33.667), married individuals (OR: 1.897, 95% CI: 1.146–3.138), and those residing within a walking distance of less than 15 min from the nearest health facility (OR: 2.133, 95% CI: 1.415–3.215). Conversely, individuals in the age cohorts of 30–39 years (OR: 0.277, 95% CI: 0.137–0.558) and 40–49 years (OR: 0.471, 95% CI: 0.232–0.958) showed a decreased likelihood of adopting a healthy lifestyle.ConclusionsA considerable proportion of the Zhiguo ethnic groups have not adopted healthy lifestyles. Targeted interventions aimed at improving health outcomes within these communities should prioritize addressing the clustering of unfavorable health behaviors, with particular emphasis on single male farmers aged 30–49, and expanding healthcare coverage for individuals residing more than 15 min away from accessible facilities.

An investigation of relationships between aberrant driving behavior and crash risk among long-haul truck drivers traveling across India: A Structural Equation Modeling approach

IntroductionRoad Traffic Crashes (RTC) are showing an increasing trend around the world. Empirical evidence suggests that the majority of the crashes are attributed to unsafe or dangerous driving behaviors among drivers. However, little is known about the crash risk among professional drivers such as Long-Haul Truck Drivers (LHTDs) considering aberrant driving behaviors in developing countries like India. Objectives: This study aims to investigate the direct effects of characteristics of LHTDs including socio-demographic, work and vehicle, health-related lifestyle on crash risk. This study also attempts to investigate the indirect impacts of socio-demographic characteristics on crash involvement among LHTDs mediated through aberrant driving behaviors. MethodsUsing cross sectional study design, face-to-face interviews were conducted among LHTDs in Salem city, Tamil Nadu, India. A Driver Behavior Questionnaire (DBQ) consisting of 23 items was utilized to measure aberrant driving behaviors among LHTDs and information related to background variables was also collected. A total of 756 valid samples were used for analysis purpose. Exploratory factor analysis confirmed a four-factor solution including errors, lapses, ordinary, and aggressive violations and the identified structure was validated using confirmatory factor analysis. The deployment of Structural Equation Model (SEM) enabled identification of interrelationships among identified latent and observed variables. Results: The developed SEM model showed that all the identified four latent constructs were positively associated with crash involvement among LHTDs. The results further revealed that age and marital status were found to exhibit an indirect impact on crash involvement in addition to direct effects. ConclusionThe findings from this study could serve road safety authorities and Indian trucking industries to target risky driving behaviors in order to develop engineering and interventional countermeasures.

Updating the Montreal walking exoskeleton satisfaction and perspectives questionnaire (MWESP-Q) following a 16-week walking program with the use of a wearable robotic exoskeleton

BACKGROUND: Physical activity as one of the major lifestyle-related health determinants is partially addressed by the Montreal Walking Exoskeleton Satisfaction and Perspectives-Questionnaire (MWESP-Q). OBJECTIVE: To document satisfaction of people with chronic spinal cord injury after the completion of a 10 to 16 weeks of the wearable robotic exoskeleton-assisted walking program, with the MWESP-Q updated to a context of health promotion. METHODS: Following a walking program (10–16 weeks), wheelchair users with chronic SCI completed the MWESP-Q online. Modification of the original questionnaire was conducted with 4 experts to ensure its content validity with a human framework to promote physical activity for health. RESULTS: Ten wheelchair users completed the questionnaire (men = 6; 45.8 ± 13.4 years, SCI duration: 10.1 ± 5.8 years). Participants strongly agreed to be satisfied with the overall program; agreed to be satisfied towards exoskeleton, motivation to engage in physical activity, learnability and program attributes; rated “medium effort” for physical and cognitive exertion during training; reported light improvements for health benefit domain, but light to moderate improvements for general endurance (mean 5.5 /7, SD 1.4) and psychological well-being (mean 5.7 /7, SD 1.3). CONCLUSIONS: The updated MWESP-Q is now better equipped to measure physical and cognitive efforts in physical activity and changes in body and organic systems and in capabilities (health promotion). The updated MWESP-Q has 54 statements (14 additional statements and 1 deleted) organized around seven domains. The original measure was replaced by three 7-point Likert scales, one regarding agreement level (40 statements), level of effort (12 statements), and level of change (2 statements).

Impact of pregnancy on women’s health-related lifestyle habits: Diet, physical activity, alcohol consumption, and smoking

ObjectivesTo explore health-related lifestyles in women before and during pregnancy, and to determine the potential differences between both and the relevant factors. Materials and methodsA cross-sectional observational study including 348 women with a child <5 years of age was conducted in six health areas. The following variables were recorded: sociodemographic (age, educational level, marital status, social class, type of cohabitation, nationality), health-related habits (physical activity, diet, tobacco use, alcohol consumption), health conditions, and medication intake. ResultsFour lifestyle habits were compared between the pre-conception and pregnancy periods: diet, physical activity, and alcohol and tobacco use. The proportion of women who consumed alcohol (42.8 % vs 3.4 %) or smoked (19.3 % vs 12.4 %) was significantly higher before conception (p < 0.01). Conversely, the proportion of inactive women was lower before pregnancy, with 23.3 % (CI95%: 18.7–27.9) formerly classified as active versus 35.3 % (CI95%: 30.2–40.5) (p < 0.01). Similarly, adherence to the Mediterranean diet increased during pregnancy (62.9 % vs 75.0 %; p < 0.01). Furthermore, 53.2 % (CI95%: 47.8–58.5) of women reported a change from non-healthy to healthy in at least one of the evaluated habits. Logistic regression analyses revealed the variables associated with a positive change, which were being national Spanish (OR: 6.9) and experiencing the first pregnancy (OR: 1.8). ConclusionsThe lifestyles of women undergo changes between the pre-gestation and pregnancy periods. However, such variations do not affect all health-related habits similarly. A positive change was observed in diet, alcohol consumption, and smoking habit, whereas pregnancy negatively impacted on physical activity and sedentary behaviours.

A multidomain lifestyle intervention to maintain optimal cognitive functioning in Dutch older adults—study design and baseline characteristics of the FINGER-NL randomized controlled trial

BackgroundEvidence on the effectiveness of multidomain lifestyle interventions to prevent cognitive decline in older people without dementia is mixed. Embedded in the World-Wide FINGERS initiative, FINGER-NL aims to investigate the effectiveness of a 2-year multidomain lifestyle intervention on cognitive functioning in older Dutch at risk individuals.MethodsMulti-center, randomized, controlled, multidomain lifestyle intervention trial with a duration of 24 months. 1210 adults between 60–79 years old with presence of ≥ 2 modifiable risk factors and ≥ 1 non-modifiable risk factor for cognitive decline were recruited between January 2022 and May 2023 via the Dutch Brain Research Registry and across five study sites in the Netherlands. Participants were randomized to either a high-intensity or a low-intensity intervention group. The multidomain intervention comprises a combination of 7 lifestyle components (physical activity, cognitive training, cardiovascular risk factor management, nutritional counseling, sleep counseling, stress management, and social activities) and 1 nutritional product (Souvenaid®) that could help maintain cognitive functioning. The high-intensity intervention group receives a personalized, supervised and hybrid intervention consisting of group meetings (on-site and online) and individual sessions guided by a trained lifestyle coach, and access to a digital intervention platform that provides custom-made training materials and selected lifestyle apps. The low-intensity intervention group receives bi-monthly online lifestyle-related health advice via the digital intervention platform. Primary outcome is 2-year change on a cognitive composite score covering processing speed, executive function, and memory.ResultsWithin 17 months, participant recruitment has been successfully completed (N = 1210; mean age: 67.7 years (SD: 4.6); 64% female). Modifiable risk factors commonly present at baseline were physical inactivity (89%), low mental/cognitive activity (50%), low social engagement (39%), hypertension (39%) and high alcohol consumption (39%). The mean body mass index of participants was 28.3 (SD: 4.2) and the total serum cholesterol was 5.4 mmol/L (SD: 1.2).ConclusionsBaseline lifestyle and clinical measurements showed successful recruitment of participants with sufficient potential for prevention. Results of FINGER-NL will provide further insight into the efficacy of a multidomain lifestyle intervention to prevent cognitive decline in older adults.Trial registrationClinicalTrials.gov (ID: NCT05256199)/2022–01-11.

A lifestyle screening tool for young children in the community: needs and wishes of parents and youth healthcare professionals

BackgroundYouth healthcare has an important role in promoting a healthy lifestyle in young children in order to prevent lifestyle-related health problems. To aid youth healthcare in this task, a new lifestyle screening tool will be developed. The aim of this study was to explore how youth healthcare professionals (YHCP) could best support parents in improving their children’s lifestyle using a new lifestyle screening tool for young children.MethodsWe conducted four and seven focus groups among parents (N = 25) and YHCP (N = 25), respectively. Two main topics were addressed: the experiences with current practice of youth healthcare regarding lifestyle in young children, and the requirements for the lifestyle screening tool to be developed. The focus groups were recorded, transcribed verbatim and analysed using an inductive approach.ResultsBoth parents and YHCP indicated that young children’s lifestyles are often discussed during youth healthcare appointments. While parents felt that this discussion could be more in-depth, YHCP mainly needed clues to continue the discussion. According to parents and YHCP, a new lifestyle screening tool for young children should be easy to use, take little time and provide courses of action. Moreover, it should be attractive to complete and align with the family concerned.ConclusionsAccording to parents and YHCP, a new lifestyle screening tool for young children could be useful to discuss specific lifestyle topics in more detail and to provide targeted advice.

Metabolic Syndrome According to Dietary and Health-Related Lifestyle in Male Cancer Survivors and Non-Cancer over 40 Years of Age.

Researchers often report higher metabolic syndrome (MetS) pr\4;evalence among cancer survivors than among non-cancer individuals. This study aims to explore the impact of cancer presence, activity type, and dietary lifestyle on MetS in males over 40 years of age. Participants (n = 9846; 618 cancer survivors, 9228 non-cancer) were selected by extracting data from a Korean government database spanning the years 2016 to 2021. Physical activity patterns, dietary habits, and MetS factors were measured, and a multiple logistic regression analysis was statistically processed for an odds ratio (OR). MetS was present in 32.8% of cancer survivors and 28.6% of non-cancer individuals. Gastric cancer survivors exhibited a 16% lower OR for MetS versus non-cancer participants. The ORs were higher by 1.60-, 1.45-, and 1.26-fold for colorectal, urinary, and other cancers, respectively. Cancer survivors with high calorie, carbohydrate, and fat intakes exhibited ORs of 2.01 (95% CI 1.28-4.04), 2.33 (95% CI 1.28-4.54), and 1.39 (95% CI 1.05-2.37) compared to the recommended level. The high fiber-intake group reduced the MetS OR by 20%. In conclusion, The MetS prevalence was higher in survivors with colorectal cancer, urinary cancer, and other cancers, while it was lower in patients with gastric cancer. Survivors with low rates of eating three meals a day, high skipping breakfast, increased eating-out rate, and no nutritional learning opportunity displayed higher MetS prevalence. Additionally, cancer survivors who had more strength and leisure activities had a lower OR of MetS.

Physical activity and nutrition in relation to resilience: a cross-sectional study

A healthy lifestyle is often discussed as being a characteristic of or a prerequisite for quality of life. In phases of high subjective stress (work overload, negative thoughts), however, its protective function can be limited. The two present survey studies examined two facets of a health-related lifestyle (physical activity and nutritional awareness), in particular, the correlations with general life satisfaction and their adaptive function in respect to stress (resilience). In addition, because episodes of increased stress can have a negative effect on eating, the interactions with the consumption of less healthy food were examined. Two cross-sectional studies were conducted successively with adults aged between 18 and 72 in Germany. Study 1 (N = 685) examined the research questions with correlations, moderated regression analyses, and structural equation models. Study 2 (N = 628) differentiated between sport, occupational and daily activities. Study 1 showed that the amount of physical activity and nutritional awareness are correlated with life satisfaction. The relationship between stress appraisals and general life satisfaction was moderated by physical activity and nutritional awareness (stress-buffer effect). Study 2 replicated the stress-buffer effects of nutritional awareness, daily activities, and occupational activities. Both studies showed that stress is associated with consumption of less healthy food and found interactions with physical activity and nutritional awareness. Discussed are the adaptive role of physical activity and nutritional awareness in times of stress.Trial Registration EK UniBw M 23-06, 12/16/2022.

Does health literacy influence health-related lifestyle behaviors among specialists of health management? A cross-sectional study

BackgroundNoncommunicable diseases (NCDs), such as health-related lifestyle diseases, are the leading cause of mortality and societal and economic burdens. Poor lifestyle behaviors, which are modifiable to improve health, can cause diseases, including NCDs. Health literacy has been recognized as an important determinant of health, and studies have shown that higher health literacy is associated with better health outcomes and positive health-related behaviors. However, few studies have investigated the association between health literacy and health-related lifestyle behaviors to understand the mechanistic link between them. Thus, this study investigated the extent to which health literacy at different levels influences health-related lifestyle behaviors.MethodsA cross-sectional study was conducted among Japanese health management specialists (N = 1,920). Functional, critical, and communicative health literacy were measured. Lifestyle behaviors (exercise, diet and nutrition, sleep, rest, smoking, and alcohol intake), in line with the Japanese National Health Promotion Program, were assessed and calculated into a total cumulative score of health-related lifestyle behaviors. Moreover, we analyzed the associations between the three levels of health literacy and lifestyle behaviors using regression analyses by adjusting for socio-psycho-demographic factors.ResultsMultiple linear regression analyses showed a significant association between the Japanese version of the European Health Literacy Survey Questionnaire and total health-related lifestyle scores (standardized β = 0.160, p < 0.001, R2 = 0.136) after adjusting for sociodemographic factors. Similarly, the association between communicative and critical health literacy and the total health-related lifestyle scores was significant (standardized β = 0.122, p < 0.001, R2 = 0.125). The analysis indicated that individuals who had higher level of health literacy (critical and communicative) than functional health literacy (Japanese version of the Newest Vital Sign score) had higher health-related lifestyle behaviors.ConclusionsA higher level of health literacy is associated with health-related lifestyle behaviors. Health literacy can be a target for interventions to achieve the national goal of lifestyle-related disease prevention and control.

Investigating the contributory factors influencing speeding behavior among long-haul truck drivers traveling across India: Insights from binary logit and machine learning techniques

Speeding is one of the most common aberrant driving behaviors among the driving population. Although research on speeding behavior among drivers has been increased over the decades, little is known about the motivating factors associated with speeding behavior among Long-Haul Truck Drivers (LHTDs), especially in developing nations like India. This study aims to develop a prediction model for speeding behavior and to identify the contributory factors and their influential patterns underlying speeding behavior among LHTDs in India. A cross-sectional study was conducted among LHTDs in Salem city, Tamil Nadu, India. The data were collected through face-to-face interviews using a questionnaire encompassing socio-demographic, work, vehicle, health-related lifestyle, and speeding-related characteristics. A total of 756 valid samples were collected and utilized for analysis purposes. While conventional statistical method like binary logit technique lacked prediction capabilities, machine learning algorithms including Decision tree (DT), Random Forest (RF), Adaptive Boosting (AdaBoost), and Extreme gradient boosting (XGBoost) were employed to model speeding behavior among LHTDs. The analysis results showed that RF demonstrated superior performance in predicting speeding behavior over other competing algorithms with accuracy (0.80), F1 score (0.77), and AUROC (0.81). From the befitting RF model, the importance of factors contributing to speeding behavior among LHTDs were determined through the variable importance plot. Pressured delivery of goods, sleeping duration per day, age of truck, size of truck, monthly income, driving experience, driving duration per day, and age of the driver were identified as the eight topmost critical factors contributing to speeding behavior among LHTDs. Based on the developed RF model, the hidden relationships behind identified critical factors in relation to the speeding behavior were investigated using partial dependence plots (PDPs). The outcomes of this research will be useful for road safety authorities and Indian trucking industries to frame suitable policies and to introduce effective strategies for mitigating speeding behavior among LHTDs to promote road safety.

Insulin resistance, combined with health-related lifestyles, psychological traits and adverse cardiometabolic profiles, is associated with cardiovascular diseases: findings from the BHMC study.

The triglyceride glucose (TyG) index is a reliable marker of insulin resistance; however, its combined impact with modifiable lifestyle risk factors and psychological traits on cardiovascular diseases (CVDs) remains unclear. The aim of this study was to explore the relationship between the TyG index, various behavioral factors, psychological traits, and CVDs. A total of 77 752 adults aged 18 and over from the baseline survey of the Beijing Health Management Cohort study were investigated. Associations of the TyG index, body roundness index (BRI), dietary habits, psychological traits, and sleep habits with CVDs were estimated using multivariable logistic regression models. Compared to the Q1 level, the Q4 level of the TyG index had an odds ratio (OR) and 95% confidence interval (CI) of 2.30 (1.98-2.68) for CVD risk in men and 2.12 (1.81-2.48) in women. Compared to a sleep duration of more than 7 hours, a sleep duration less than 5 hours had a 32% (8%-61%) higher risk in men and 22% (1%-48%) in women. The ORs (95% CIs) for fast eating compared to normal speed were 1.47 (1.23-1.76) in men and 1.17 (1.05-1.29) in women. Compared to individuals with a passive and depressed psychological trait, those who were positive and optimistic had a 47% (36%-56%) decreased risk in men and 43% (31%-53%) in women. In the age-stratified analysis, a higher BRI level showed a sex-differential effect on CVDs, which is potentially related to a lower risk of CVDs in elderly men. A high level of the TyG index combined with unhealthy lifestyle factors indicates a higher risk of CVDs, while maintaining a positive and optimistic psychological trait acts as a protective factor. These findings may be valuable for identifying high-risk populations for CVDs in community settings.

Teaching methods for critical thinking in health education of children up to high school: A scoping review.

According to the World Health Organization, the improvement of people's health literacy is one of the fundamental public health challenges in the 21st century. The key issue in teaching health literacy is to develop critical thinking skills. As health literacy and critical thinking should be developed at school age, we reviewed teaching methods or educational interventions used in empirical studies focused on the development of critical thinking regarding health and implemented by teachers in preschools, primary schools, or secondary schools. We searched seven databases (Medline, Embase, Web of Science, ERIC, ProqQuest, PsycArticles, and CINAHL) from inception to 20 September 2023 for any type of empirical studies. Due to the heterogeneity in interventions and inadequate reporting of results, a descriptive synthesis of studies was performed in addition to quantitative analysis. Of the 15919 initial records, 115 studies were included in the review. Most of the educational interventions focused on lifestyle-related health issues such as substance use, sexual and reproductive health, and nutrition. The popularity of health issues changed over time and depended on the geographical context. Six dimensions that differentiated the teaching methods were identified: central teaching component, central educator, pupils' activity level, teaching context, educational materials, and significance of critical thinking. Many educational interventions did not address the development of critical thinking skills in a comprehensive manner, and the significance of critical thinking varied greatly. Interventions in which critical thinking had high and very high significance applied mainly problem-solving methods and involved pupils' activity. The evidence on the effectiveness of the teaching methods that develop critical thinking is limited because most articles failed to provide detailed information on the teaching methods or did not examine their effects. We recommend that a checklist is developed to facilitate a detailed description of health educational interventions and thus promoting their replicability. Study registration: The protocol of the review was registered in the OSF Registries on 13 January 2022 (doi: https://doi.org/10.17605/OSF.IO/46TEZ).