Yoxas/statistical_literacy huggingface dataset:
Frailty may affect people living with HIV (PLHIV) prematurely. Fried's frailty phenotype, composed of 5 criteria, is one of the most used instruments for its assessment. This study aimed to determine the prevalence of these criteria among PLHIV classified as prefrail and frail in Brazil. A cross-sectional study analyzed the prevalence of the Frailty Phenotype in Brazil with 670 individuals aged ≥ 50 years and undetectable viral load. The prevalence of prefrail and frail individuals was 50.7% and 13.6%, respectively. A low level of physical activity was the most prevalent criterion (50.9%). Except for unintentional weight loss, all other criteria were more prevalent among individuals with lower education levels. All criteria were more prevalent among individuals of lower socioeconomic status than among those of moderate or high status (P < .05). A low level of physical activity was the component that most contributed to PLHIV being considered prefrail or frail.
Frailty, marked by diminished physiological capacity and higher health risks, is less understood in middle-aged individuals (40-65 years) than older adults. This review synthesises intervention studies for pre-frailty and frailty in this demographic, assessing effectiveness, feasibility, and implementation factors including participant experience and cost-effectiveness. Registered on the Open Science Framework and adhering to the Preferred Reporting Items for Systematic reviews and Meta-Analyses (PRISMA) and the template for intervention description and replication (TIDieR) guidelines, this review searched six databases for interventions targeting middle-aged adults. Dual screening, data extraction, risk assessment, and Grading of Recommendations, Assessment, Development, and Evaluations (GRADE) certainty evaluation were conducted. Findings were narratively synthesized due to heterogeneity. Eight studies (2018-2023) with 2838 participants were included. Resistance training and multicomponent exercise reduced frailty; though, not always significantly. Low-intensity exercises and education-based interventions yielded mixed results, suggesting a need for further research. Positive participant experiences and cost-effectiveness of interventions such as resistance training and educational interventions supports their feasibility. Varying quality, methodologies and levels of bias indicated a need for more rigorous future research. This review reveals an evidence gap in middle-aged frailty interventions. Multicomponent interventions and resistance training showed promise, but their comparative effectiveness remains uncertain. Educational and low-intensity interventions need further research to establish their effectiveness. The findings diverge from those in older adults, emphasising the need for age-specific approaches. Future studies should employ higher-quality methods and explore emerging technologies to enhance intervention effectiveness for pre-frailty and frailty in middle-aged adults.
France faces nowadays some major challenges regarding its health care system including medically underserved areas, social health inequalities, and hospital pressures. Various indicators and sources of data allow us to describe the health status of a population and, consequently, to assess the impact of these challenges. We assessed the burden of diseases before COVID-19 in France in 2019 and its evolution from 1990 to 2019, and compared it with Western European countries. We used specific Global Burden of Diseases (GBD) metrics: socio-demographic index (SDI), life expectancy (LE), healthy life expectancy (HALE), years of life lost (YLLs), years lived with disability (YLDs), and disability-adjusted life-years (DALYs) with their 95% uncertainty interval (95% UI). We compared French age-standardized metrics to those for other Western European Countries for both sexes and also between 1990 and 2019. We also described the specific causes of these different metrics. We observed for life expectancy at birth in France a trend to an improvement over time from 77.2 (95% UI: 77.2-77.3) years in 1990 to 82.9 (82.7-83.1) in 2019, which represented the seventh highest life expectancy among 23 Western European countries. HALE at birth in France increased from 67.0 (64.0-69.7) to 71.5 (68.1-74.5), which represented the fourth highest HALE among 23 Western European countries. In France, the total number of DALY per 100.000 population tended to decrease from 25,192 (22,374-28,351) in 1990 to 18,782 (16,408-21,920) in 2019. As compared to other European countries, the burden due to cardiovascular diseases was lower. Neoplasms and cardio-vascular diseases were the two leading causes of YLLs. Mental and musculoskeletal disorders were the two leading causes of YLDs. Overall, these results highlight a clear trend of improvement in the health status in France with certain differences between western European countries. The health policy makers need to devise interventional strategies to reduce the burden of diseases and injuries, with specific attention to causes such as cancers, cardiovascular diseases, mental health and musculoskeletal disorders. Bill & Melinda Gates Foundation.
Free riders, who benefit from collective efforts to mitigate climate change but do not actively contribute, play a key role in shaping behavioral climate action. Using a sample of 2096 registered American voters, we explore the discrepancy between two groups of free riders: cynics, who recognize the significance of environmental issues but do not adopt sustainable behaviors, and doubters, who neither recognize the significance nor engage in such actions. Through statistical analyses, we show these two groups are different. Doubters are predominantly male, younger, with lower income and education, exhibit stronger conspiracy beliefs, lower altruism, and limited environmental knowledge, are more likely to have voted for Trump and lean towards conservative ideology. Cynics are younger, religious, higher in socioeconomic status, environmentally informed, liberal-leaning, and less likely to support Trump. Our research provides insights on who could be most effectively persuaded to make climate-sensitive lifestyle changes and provides recommendations to prompt involvement in individual sustainability behaviors. Our findings suggest that for doubters, incentivizing sustainability through positive incentives, such as financial rewards, may be particularly effective. Conversely, for cynics, we argue that engaging them in more community-driven and social influence initiatives could effectively translate their passive beliefs into active participation.
Free video-sharing platforms (VSPs) make up a high proportion of children's daily screen use. Many VSPs make algorithmic recommendations, appearing as thumbnail images from the video, which content creators use to advertise their video content. To explore how VSP thumbnails use attention-capture designs to encourage engagement with content and to test whether VSP algorithmic recommendations offer more problematic thumbnail features over time. In this cross-sectional study conducted in January 2022, researchers mimicked the search behavior of children on a popular VSP by randomly clicking on recommended videos in order to test whether thumbnail designs changed over 20 sequential video engagements. A digital, footprint-free data collection setting was created by using a new computer and wireless internet router. Data were collected from YouTube via an internet browser not logged into a user account. Data analysis occurred from April to December 2022. Manual searches using 12 top-searched terms popular with school-aged children were conducted. Researchers captured the video thumbnails recommended at the end of each video and randomly clicked subsequent videos for 20 sequential engagements. Thumbnail content codes were developed through iterative review of screenshots by a multidisciplinary research team and applied by trained coders (reliability, κ >.70). The prevalence of problematic thumbnail content and change in prevalence over 20 engagements was calculated using the Cochran-Armitage trend test. A total of 2880 video thumbnails were analyzed and 6 features were coded, including visual loudness; drama and intrigue; lavish excess and wish fulfillment; creepy, bizarre, and disturbing; violence, peril, and pranks; and gender stereotypes. A high proportion contained problematic features including the creepy, bizarre, and disturbing feature (1283 thumbnails [44.6%]), violence, peril, and pranks feature (1170 thumbnails [40.6%]), and gender stereotypes feature (525 thumbnails [18.2%]). Other features included attention-capture designs such as the visual loudness feature (2278 thumbnails [79.1%]), drama and intrigue feature (2636 thumbnails [91.5%]) and lavish excess and wish fulfillment feature (1286 thumbnails [44.7%]). Contrary to the hypotheses, problematic feature prevalence did not increase over time, but the gender stereotypes feature increased with more engagement in the recommendations feed (P for trend < .001). In this study of video recommendations for search terms popular with children, thumbnails contained problematic and attention-capturing designs including violent, stereotyped, and frightening themes. Research is needed to understand how children respond to thumbnail designs and whether such designs influence the quality of content children consume.
French Guiana is a French territory in South America. The exposome of persons living there is quite different from that in mainland France and the ethnic make-up of the population is also quite different. Poverty is also widespread with difficulties in accessing care magnified by the low medical-professional density. In this singular context, we aimed to measure the incidence of pediatric cancers and to compare it with other continents. We used French Guiana's certified cancer registry to study this between 2003 and 2017. Incidences were standardized using the world population with three strata: 0-4 years, 5-9 years, and 10-14 years. There were 164 solid tumors or hematologic malignancies diagnosed in children under the age of 15 (92 in boys and 72 in girls). Over the study period, the standardized incidence rate was 14.1 per 100,000 among children aged under 15 years. There was no significant trend during the study period. The three most common causes of cancer were leukemias-mostly lymphoblastic-CNS tumors, and sarcoma. The standardized incidence of pediatric cancers in French Guiana was similar to those in Western Europe and North America. As others have discovered, we found that males tended to be more likely to develop cancer, notably leukemia, CNS tumors, sarcoma, and retinoblastoma. As elsewhere, the predominant cancer types changed with age. Our initial assumption was that given the singular context of French Guiana, there may have been differences in pediatric cancer incidences. Here we showed that overall, contrary to our assumption and to trends in tropical countries, the incidence of pediatric cancers was in a range between Western Europe and North America with some apparent but non-significant differences in the main types of cancers observed in global statistics. Quality cancer registry data in this tropical region confirm the suspicion that lower incidences in tropical low- and middle-income countries are likely to result from incomplete diagnosis and data collection.
French Guiana is an equatorial, multicultural, overseas territory in South America. The region is unique: a wealthy country with a universal healthcare system, but significant poverty, which bears little resemblance to its neighbors Brazil and Suriname. Cancer is the second leading cause of death. The incidence of cancer is lower than in France, stages are generally more advanced and the prognosis worse. To date, oncology has been organized through a joint venture between local institutions and healthcare professionals and a cancer center in mainland France, in line with the recommendations of the Institut National du Cancer. The implementation of a medical project and a complete medical studies curriculum in French Guiana is a tremendous opportunity for the development of oncology. The main challenges are consolidating medical care for patients, quality control, genetic oncology, molecular biology, implementation of radiotherapy and nuclear medicine, clinical and translational research, and teaching programs. Working in oncology in French Guiana is exciting because of the scientific interest (particular characteristics of cancers, notably the role of viral or micro-organism-induced carcinogenesis, genetic factors in these populations with African and Asian roots, and the importance of a public health policy) and human interest (patients from different cultures; all of them bring original approaches to health and illness that need to be deciphered in order to offer quality care). This requires the support of healthcare professionals who are enthusiastic about this unique adventure.
Frequency, ability to cope, and severity of pain; the genetic structure of the individual affects their emotional and cultural characteristics, beliefs, and personal characteristics. It is stated that pain beliefs are one of the factors affecting emotional pain control and approach to pain. This study, it is aimed to determine the pain beliefs of individuals experiencing postoperative pain. Cross-sectional descriptive study. Surgical services of a single secondary care hospital. 170 patients who were in the first week after surgery, experienced acute pain, were between the ages of 18-65, and did not have a psychiatric disorder were evaluated. Collection Tools: Postoperative pain levels of the patients were evaluated with a Visual Analog Scale. As the VAS score increases, the pain level increases. Pain beliefs were evaluated with the Pain Beliefs Scale. Pain Beliefs Scale increases in the score obtained from the sub-score of the scale indicate that the pain beliefs related to that test are high. A student T-Test was used for bivariate comparisons between groups. One-way ANOVA was used to compare trivariate groups. In addition, Spearman's Correlation analysis was performed. Statistically, a confidence interval of >95% was used. The statistical significance level was set as p < 0.05. It was found that the pain levels of the patients participating in the study were low and the scores they received from the Pain Beliefs Scale subscales were moderate. It was determined that those with lower education levels had higher scale scores in the psychological beliefs sub-dimension of the Pain Beliefs Scale. In the organic beliefs sub-dimension, it was determined that those with lower income levels had higher organic beliefs. It was determined that the postoperative pain experienced did not affect pain beliefs (p > 0.05). It was concluded that there was no relationship between the pain level and pain beliefs of patients with low pain in the postoperative period. Individuals experiencing postoperative pain believe that pain occurs due to the influence of both organic and psychological factors. For this reason, it is recommended factors that nurses who care for individuals experiencing postoperative pain provide care for both organic and psychological sources of pain.
Frequent natural disasters like floods pose a major threat to India, with significant implications for public health. Low birth weight (LBW) is a critical global health concern, contributing to neonatal mortality. However, the association between floods and LBW remains underexplored. This study aims to address this gap by investigating the association between flood hazards and LBW in India using a geospatial approach. By analyzing data from the National Family Health Survey (NFHS-5) and flood zonation maps, the study aims to uncover the spatial dynamics of this association, offering insights into the implications of floods on birth weight across diverse geographical regions. The study used the fifth round of NFHS data, 2019-21, which involved 202,194 children selected through a multi-stage stratified sampling technique. The Vulnerability Atlas of India 2019 maps were also utilized to classify areas as flood or non-flood zones. Birth weight data from the NFHS-5 were categorized into three groups: very low, low, and normal birth weight (VLBW, LBW and NBW). Control variables including flood exposure, socio-demographic attributes, and geographic region were considered. Bivariate analysis and multinomial logistic regression were employed for statistical analysis. The spatial analysis involved Moran's I statistics and Geographically Weighted Regression to explore spatial dynamics of the association between floods and birth weight in India. Floods predominantly affect India's lower Himalayan belts and western coastal regions. Flood-affected areas show higher proportions of VLBW and LBW infants. Groundwater usage and unimproved sanitation are associated with higher risk of VLBW and LBW. Sex, wealth, maternal education, residence type, and geographic region significantly influence birth weights. Multinomial logistic regression reveals 8 % and 27 % higher risks for LBW and VLBW in flood-affected regions. LISA cluster maps identify high-risk areas for both LBW and floods. Geographically Weighted Regression highlights 52 % of the variability in LBW occurrences can be attributed to the influence of flood hazards. Families hailing from the poorest wealth background and exposed to flood hazards bear a 5 % heightened likelihood of delivering LBW infants, in stark contrast to their counterparts from the same economic background yet unaffected by floods. The significant association between floods and LBW underscores the importance of robust disaster preparedness and public health strategies. By unraveling the spatial intricacies of flood-induced LBW disparities, this research provides valuable insights for promoting healthier birth outcomes and reducing child mortality rates, particularly in flood-prone regions. These findings emphasize the importance of holistic policies that address both environmental challenges and socioeconomic inequalities to safeguard maternal and infant health across the nation.
Frequent sequence pattern mining is an excellent tool to discover patterns in event chains. In complex systems, events from parallel processes are present, often without proper labelling. To identify the groups of events related to the subprocess, frequent sequential pattern mining can be applied. Since most algorithms provide too many frequent sequences that make it difficult to interpret the results, it is necessary to post-process the resulting frequent patterns. The available visualisation techniques do not allow easy access to multiple properties that support a faster and better understanding of the event scenarios. To answer this issue, our work proposes an intuitive and interactive solution to support this task, introducing three novel network-based sequence visualisation methods that can reduce the time of information processing from a cognitive perspective. The proposed visualisation methods offer a more information rich and easily understandable interpretation of sequential pattern mining results compared to the usual text-like outcome of pattern mining algorithms. The first uses the confidence values of the transitions to create a weighted network, while the second enriches the adjacency matrix based on the confidence values with similarities of the transitive nodes. The enriched matrix enables a similarity-based Multidimensional Scaling (MDS) projection of the sequences. The third method uses similarity measurement based on the overlap of the occurrences of the supporting events of the sequences. The applicability of the method is presented in an industrial alarm management problem and in the analysis of clickstreams of a website. The method was fully implemented in Python environment. The results show that the proposed methods are highly applicable for the interactive processing of frequent sequences, supporting the exploration of the inner mechanisms of complex systems.
From 1991 through 2000, incoming medical students (M-Is) at the School of Medicine at Virginia Commonwealth University have been surveyed with a written questionnaire on their computer literacy. The survey's purpose is to learn the students' levels of knowledge, skill, and experience with computer technology to guide instructional services and facilities. The questionnaire was administered during M-I orientation or mailed to students' homes after matriculation. It evolved from sixteen questions in 1991 to twenty-three questions in 2000, with fifteen questions common to all. The average survey response rate was 81% from an average of 177 students. Six major changes were introduced based on information collected from the surveys and advances in technology: production of CD-ROMs distributed to students containing required computer-based instructional programs, delivery of evaluation instruments to students via the Internet, modification of the lab to a mostly PC-based environment, development of an electronic curriculum Website, development of computerized examinations for medical students to prepare them for the computerized national board examinations, and initiation of a personal digital assistant (PDA) project for students to evaluate PDAs' usefulness in clinical settings. The computer literacy survey provides a snapshot of students' past and present use of technology and guidance for the development of services and facilities.
From 2011 to 2022, 348,067 people applied for a refugee status in Brazil. The reasons that resulted in their migration, the risks during their journey, and the cultural transition upon arrival may be associated with different health problems. This study aimed to analyze the self-reported health conditions of asylum seekers in the municipality of Rio de Janeiro from 2010 to 2017. This is a cross-sectional study with secondary data. Data were collected from asylum application forms at the Brazilian National Committee for Refugees (Conare) from 2010 to 2017 and from social interviews in the Archdiocesan Caritas of Rio de Janeiro (Cáritas/RJ). The prevalence rates of health conditions, their respective 95% confidence intervals (95%CI) and odds ratio (OR) were calculated in a simple logistic regression model according to sociodemographic and migration variables. This study included 1,509 individuals. Upon arrival in Brazil, 620 (41%) reported having one or more health conditions. The chances of showing health problems were higher in people from the Congo (OR = 18.7) and the Democratic Republic of the Congo (OR = 9.5), in undocumented individuals (OR = 4.4), women (OR = 2.1), in people with elementary education (OR = 1.9), aged ≥ 45 years (OR = 1.8), and among those who live/lived maritally (OR = 1.8 and 2.5, respectively). Of those who reported a health condition, more than half claimed experiencing pain (52%). Physical pain may be related to post-traumatic stress and other mental health distress, manifesting itself by somatic pain symptoms.
From a bidirectional perspective, the present cross-sectional study explored the impacts of parent-child separation on the digital literacy of children and adolescents. Drawing upon data from 1894 students (12-18 years, 49.33 % females) in Nanling county, China, we found that parent-child separation can negatively affect the digital literacy of children and adolescents, but effects differ between children experiencing parental migration or parental divorce. Parental mediation can act as a mediator in this process while children's digital feedback to parents may be considered as an auxiliary promoter. To further promote the digital literacy of children and adolescents experiencing parent-child separation, assigned tasks from adults in which children can practice knowledge and skills related to digital devices and the Internet are recommended.