Gou-Sung Degbey, Eunmin Hwang, Jinyoung Park, Sungchul Lee
{"title":"Deep Learning-Based Obesity Identification System for Young Adults Using Smartphone Inertial Measurements","authors":"Gou-Sung Degbey, Eunmin Hwang, Jinyoung Park, Sungchul Lee","doi":"10.3390/ijerph21091178","DOIUrl":"https://doi.org/10.3390/ijerph21091178","url":null,"abstract":"Obesity recognition in adolescents is a growing concern. This study presents a deep learning-based obesity identification framework that integrates smartphone inertial measurements with deep learning models to address this issue. Utilizing data from accelerometers, gyroscopes, and rotation vectors collected via a mobile health application, we analyzed gait patterns for obesity indicators. Our framework employs three deep learning models: convolutional neural networks (CNNs), long-short-term memory network (LSTM), and a hybrid CNN–LSTM model. Trained on data from 138 subjects, including both normal and obese individuals, and tested on an additional 35 subjects, the hybrid model achieved the highest accuracy of 97%, followed by the LSTM model at 96.31% and the CNN model at 95.81%. Despite the promising outcomes, the study has limitations, such as a small sample and the exclusion of individuals with distorted gait. In future work, we aim to develop more generalized models that accommodate a broader range of gait patterns, including those with medical conditions.","PeriodicalId":14044,"journal":{"name":"International Journal of Environmental Research and Public Health","volume":"52 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-09-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142191919","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Margaret Hodgins, Rhona Kane, Yariv Itzkovich, Declan Fahie
{"title":"Workplace Bullying and Harassment in Higher Education Institutions: A Scoping Review","authors":"Margaret Hodgins, Rhona Kane, Yariv Itzkovich, Declan Fahie","doi":"10.3390/ijerph21091173","DOIUrl":"https://doi.org/10.3390/ijerph21091173","url":null,"abstract":"Workplace bullying is broadly defined as a detrimental form of negative micro-political interaction(s) incorporating a range of aggressive interpersonal behaviours. While targeted toxic behaviour based upon legally protected grounds such as ethnicity, gender, or sexual orientation is conceptualised as harassment, this paper positions harassment as a constituent subset of workplace bullying—distinct, but inextricably linked to the broader landscape of workplace predation and incivility. Meta-analyses of cross-sectional and longitudinal studies demonstrate a robust relationship between being bullied and compromised health, and some sectors, e.g., education, display higher than average levels of exposure, suggesting that contexts matter. The higher education sector is the focus of this scoping review. High rates of bullying have been reported in Higher Education Institutions (HEIs), where many of the organisational factors that drive bullying are present. One systematic literature review has been carried out on bullying in HEIs, reviewing papers prior to 2013. Since the sector has seen considerable contextual change since that time, another review is timely. This systematic scoping review aims to identify the volume, range, nature, and characteristics of studies of workplace bullying in HEIs between 2003 and 2023, with a specific focus on how the context of HEIs contributes to the enactment and/or the response to workplace bullying. To this end, 3179 records were identified, with 140 papers charted to identify methods, institution, population, and country. Forty-seven papers were subjected to full-text review for the exploration of contextual factors. Priorities for future research lie in addressing the pernicious effects of neoliberal governance models as well as the complex and intersecting power relations that are unique to higher education.","PeriodicalId":14044,"journal":{"name":"International Journal of Environmental Research and Public Health","volume":"46 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-09-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142191939","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Detailed Analysis of Responses from Older Adults through Natural Speech: Comparison of Questions by AI Agents and Humans","authors":"Toshiharu Igarashi, Katsuya Iijima, Kunio Nitta, Yu Chen","doi":"10.3390/ijerph21091170","DOIUrl":"https://doi.org/10.3390/ijerph21091170","url":null,"abstract":"In recent years, an increasing number of studies have begun to use conversational data in spontaneous speech to estimate cognitive function in older people. The providers of spontaneous speech with older people used to be physicians and licensed psychologists, but it is now possible to have conversations with fully automatic AI agents. However, it has not yet been clarified what differences exist in conversational communication with older people when the examiner is either a human or an AI agent. In this study, elderly people living in the community and attending a silver human resource center and a day service center were the subjects. Dialogues were conducted using generic interview items for estimating cognitive function through daily conversation, which were developed through research on estimation methods for cognitive function. From the data obtained from the dialogues, we compared the effects of human–AI interaction on the number of utterances, speaking time, and silence time. This study was conducted at a facility in Japan and included 32 subjects (12 males and 20 females). The results showed significant differences between human and AI dialogue in the number of utterances and silent time. This study suggests the effectiveness of AI in communication with older people and explores the possibility of using AI in social welfare.","PeriodicalId":14044,"journal":{"name":"International Journal of Environmental Research and Public Health","volume":"18 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-09-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142191931","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Andrea Bosco, Anna Consiglio, Manuela Nicoletta Di Masi, Antonella Lopez
{"title":"Promoting Geropsychology: A Memorandum for Research, Policies, Education Programs, and Practices for Healthy Aging","authors":"Andrea Bosco, Anna Consiglio, Manuela Nicoletta Di Masi, Antonella Lopez","doi":"10.3390/ijerph21091172","DOIUrl":"https://doi.org/10.3390/ijerph21091172","url":null,"abstract":"Background: This viewpoint paper reports the state of the art at a global level on research, practice and assessment, policies, and training in the clinical psychology of aging and, more specifically, in geropsychology. The main sources of information were as follows: (1) the most recent reviews of the literature available in the scientific literature; (2) the resources on the internet referable to professional and academic associations dealing with the topic; and (3) the laws, policy initiatives, and funded programs that are aimed at the diffusion and applications of mental health in aging. Methods: The present study aims to provide an updated and comprehensive memorandum highlighting the importance of prioritizing mental health in older adults. It seeks to promote health in general and disease prevention strategies, ensuring equitable access to mental health services integrated into primary care and designed for aging. This paper also aims to shed light on the slow development process and lack of consolidation in the adaptation of academic training at master’s and doctoral levels in most developed countries, despite the long-declared importance of enhancing resources for the promotion of geropsychology. Results: The results of the present study are patchy. Although the importance of enhancing resources for the promotion of geropsychology has long been declared, the development process seems very slow, and the adaptation of academic training at master’s and doctoral levels in most developed countries—those that, for demographic reasons and attitudes, should be more sensitive to the issue, does not yet seem to have consolidated. Conclusions: Collaboration among diverse professionals is crucial for providing integrated and comprehensive care to older adults that addresses their physical, psychological, and social needs.","PeriodicalId":14044,"journal":{"name":"International Journal of Environmental Research and Public Health","volume":"34 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-09-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142224874","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Julia Gollnick, Nikoletta Zeschick, Julia Muth, Franziska Hörbrand, Kerstin Behnke, Peter Killian, Maria Sebastiao, Thomas Kühlein, Norbert Donner-Banzhoff
{"title":"Controlling Prescribing through “Preferred Drug” Targets—The Bavarian Experience","authors":"Julia Gollnick, Nikoletta Zeschick, Julia Muth, Franziska Hörbrand, Kerstin Behnke, Peter Killian, Maria Sebastiao, Thomas Kühlein, Norbert Donner-Banzhoff","doi":"10.3390/ijerph21091174","DOIUrl":"https://doi.org/10.3390/ijerph21091174","url":null,"abstract":"Background: The rising costs of drugs are putting health care systems under pressure. We report on the Bavarian Drug Agreement, which employs prescribing targets for preferred and generic drugs in ambulatory care. Under this agreement, providers are regularly profiled with individual feedback but also possible sanctions. We investigated the degree to which targets were being met (or not) and why failure occurred. Methods: We analysed prescribing data aggregated by practice for the quarter 1/2018. We chose eight specialisation groups and analysed their drug targets with a high prescribing volume, widely missed drug targets (<90%), and drugs preventing drug target achievement. Characterisation of drug targets and preventing drugs was undertaken. Results: Drug targets with a high prescribing volume are mostly achieved, while highly missed drug targets mostly do not affect the main indication area of the specialisation groups considered. Generic drug targets seem to be more easily achieved than recommended drug targets. Paediatrics accounts for the largest number of missed drug targets. Conclusions: The Bavarian tool implemented uses the prescribing volume (DDD) and price components to evaluate the prescription behaviour of physicians. Well-established drugs with demonstrated effectiveness, safety, and lower costs are preferred. Nevertheless, me-too drugs, combination drugs, costly innovations with unclear value, and drugs with application methods of variable convenience challenge the drug prescribers and are reasons for missed drug targets.","PeriodicalId":14044,"journal":{"name":"International Journal of Environmental Research and Public Health","volume":"130 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-09-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142191930","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Catherine E. Paquette, Tasia Danns, Margaret Bordeaux, Zaire Cullins, Lauren Brinkley-Rubinstein
{"title":"Experiences Accessing Health and Social Services during and after Natural Disasters among People Who Use Drugs in Houston, Texas","authors":"Catherine E. Paquette, Tasia Danns, Margaret Bordeaux, Zaire Cullins, Lauren Brinkley-Rubinstein","doi":"10.3390/ijerph21091169","DOIUrl":"https://doi.org/10.3390/ijerph21091169","url":null,"abstract":"People who use drugs (PWUD) disproportionately experience health-related and social vulnerabilities, which may affect service needs and access during and after natural disasters. We conducted qualitative interviews with N = 18 PWUD recruited via a syringe services program in Houston, Texas. We assessed their health and social service needs, as well as related service access experiences, during and after natural disasters using a combined inductive–deductive approach. Participants described a range of service-related needs related to illicit drug use, poverty, neighborhood disadvantage, acute and chronic health problems, and housing insecurity. They endorsed decreased access to medical and substance-related services and difficulty accessing disaster relief aid. Interviews highlighted the importance of mutual aid for sharing harm reduction supplies and meeting practical needs. Results suggest that some PWUD experience disproportionate vulnerability after natural disasters related to multiple marginalized identities that intersect with illicit drug use.","PeriodicalId":14044,"journal":{"name":"International Journal of Environmental Research and Public Health","volume":"11 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-09-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142191938","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Ahmed Ould Boudia, Mohamed Asheesh, Frank Adusei-Mensah, Yazid Bounab
{"title":"Comparative Assessment of the Impact of COVID-19 Lockdown on Air Quality: A Multinational Study of SARS-CoV-2 Hotspots","authors":"Ahmed Ould Boudia, Mohamed Asheesh, Frank Adusei-Mensah, Yazid Bounab","doi":"10.3390/ijerph21091171","DOIUrl":"https://doi.org/10.3390/ijerph21091171","url":null,"abstract":"In response to the global COVID-19 pandemic, nations implemented lockdown measures to contain the virus. This study assessed air pollution levels during and after lockdowns, focusing on the following heavily affected locations: Oulu and Helsinki in Finland, Paris in France, Madrid in Spain, Milan in Italy, and Wuhan in China. Air Quality Index (AQI) data from these locations over two years were analyzed to understand the effects of lockdowns. The study compared COVID-19 lockdowns in these six cities with SARS-CoV-2 measurements using statistical methods. Variations in outdoor pollutants were evaluated through tests, revealing significant differences. Parametric analyses and regression were employed to study the impacts of lockdown measures on pollution and their relationships. The study comprehensively analyzed the effects of COVID-19 lockdowns on air quality, identifying differences, quantifying changes, and exploring patterns in each city. Pollutant correlations varied among cities during the lockdowns. Regression analysis highlighted the impact of independent variables on pollutants. Decreases in NO2 were observed in Helsinki, Madrid, Oulu, Paris, and Milan, reflecting reduced traffic and industrial activities. Reductions in PM2.5 and PM10 were noted in these cities and in Wuhan, except for O3 levels, which increased. The reduction in human activities improved air quality, particularly for NO2 and PM10. Regional variations underscore the need for tailored interventions. The study observed a substantial decrease in both PM2.5 and NO2 levels during the COVID-19 lockdowns, indicating a direct correlation between reduced human activities, such as transportation and industrial operations, and improved air quality. This underscores the potential impact of environmental measures and suggests the need for sustainable practices to mitigate urban pollution.","PeriodicalId":14044,"journal":{"name":"International Journal of Environmental Research and Public Health","volume":"10 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-09-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142191929","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Religious Affiliation, Internalized Homonegativity and Depressive Symptoms: Unveiling Mental Health Inequalities among Brazilian Gay Men","authors":"Felipe Alckmin-Carvalho, António Oliveira, Patricia Silva, Madalena Cruz, Lúcia Nichiata, Henrique Pereira","doi":"10.3390/ijerph21091167","DOIUrl":"https://doi.org/10.3390/ijerph21091167","url":null,"abstract":"Introduction: Different religious narratives associate same-sex sexuality, in its various manifestations, with moral deviation or sin. Gay men who are socialized in more religious communities appear to experience and internalize greater levels of homonegativity, as well as to present greater indicators of depressive symptoms. The purpose of this study was to evaluate indicators of perceived homonegativity in the community and internalized, and signs/symptoms of depression reported by Brazilian gay men with a nominal religion and compare them to those reported by Atheists or Agnostics. Method: Our sample comprised 194 Brazilian gay men, distributed into three groups: Christians (Protestants and Catholics, n = 71; 36.6%); Spiritualists (Kardecists or religions of African origin, n = 52; 26.8%) and Atheists or Agnostics (n = 71; 36.6%). The following measurement instruments were used: sociodemographic questionnaire, Internalized Homophobia Scale and Beck Depression Scale. Results: High mean scores of depression were verified in all groups, and 60% of the sample presented some level of depression. There was a higher level of self-reported homonegativity among Christians and Spiritualists compared to that reported by Atheists or Agnostics, with the differences between the groups being significant. The regression analysis indicated a significant effect of religion on homonegativity, but not on depression. Conclusion: Our results suggest that gay men’s chronic exposure to non-affirming religious affiliation contexts may harm the construction of a positive gay identity and should be taken into consideration when addressing mental health inequalities of sexual minorities.","PeriodicalId":14044,"journal":{"name":"International Journal of Environmental Research and Public Health","volume":"2 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-09-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142224877","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Preeda Sansakorn, Iqra Mushtaque, Muhammad Awais-E-Yazdan, Muhammad Khyzer Bin Dost
{"title":"The Relationship between Cyberchondria and Health Anxiety and the Moderating Role of Health Literacy among the Pakistani Public","authors":"Preeda Sansakorn, Iqra Mushtaque, Muhammad Awais-E-Yazdan, Muhammad Khyzer Bin Dost","doi":"10.3390/ijerph21091168","DOIUrl":"https://doi.org/10.3390/ijerph21091168","url":null,"abstract":"Following the COVID-19 pandemic, the current study examines the association between cyberchondria and health anxiety in the Pakistani population, with health literacy as a moderator. This study utilized a cross-sectional research approach, with data gathered through simple random sampling. The study enlisted 1295 participants from Pakistan aged between 18 and 70, 63% of whom were male and 36% of whom were female. The researchers found a statistically significant positive link between cyberchondria and health anxiety (β = 0.215; t = 1.052; p 0.000). The moderating influence of health literacy suggests that health anxiety has a significantly negative effect on the relationship between cyberchondria and health anxiety (β = −0.769; t = 2.097; p 0.037). Moreover, females had higher cyberchondria scores than males. Health-related anxiety did not differ between the sexes, and males had greater health literacy than females. These results emphasize the critical role of health literacy in the moderating effects of cyberchondria on health anxiety. Furthermore, they reveal significant gender differences in both cyberchondria and health literacy.","PeriodicalId":14044,"journal":{"name":"International Journal of Environmental Research and Public Health","volume":"5 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-09-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142191934","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Prevalence of Polycystic Ovary Syndrome (PCOS) and Its Associated Risk Factors among Medical Students in Two Countries","authors":"Gulam Saidunnisa Begum, Noor Alhuda Talal Almashaikhi, Maryam Yousuf Albalushi, Hajar Mohammed Alsalehi, Rayan Salih Alazawi, Bellary Kuruba Manjunatha Goud, Rajani Dube","doi":"10.3390/ijerph21091165","DOIUrl":"https://doi.org/10.3390/ijerph21091165","url":null,"abstract":"Introduction: PCOS, a common hormonal disorder in women of reproductive age, affects fertility and increases the risks of other diseases. Early detection, risk factor assessment, and intervention are crucial to prevent long-term complications. Materials and Methods: This study was conducted using a pre-validated questionnaire at two medical colleges in the UAE and Oman. The first study (UAE) results are already published. Here, we present the findings of the second study (Oman) and compare them. Results and Discussion: The prevalence of PCOS was 4.6% (n = 7) in Oman and 27.6% (n = 69) in the UAE using the NIH criteria. The most common symptoms were irregular periods, acne, and thinning of hair. Students showed acne as the most prevalent symptom of clinical hyperandrogenism. Omani students showed significantly more acne [70.1% (n = 108) vs. 41.6% (n = 104)], while Emirati students showed a higher prevalence of hirsutism [32% (n = 80) vs. 23.3% (n = 36)]. A higher number of students had irregular periods 30.8% (77/150) in the UAE, although the difference was not statistically significant. The prevalence of PCOS was significantly higher in Emirati medical students than in Omani students (p < 0.05). The prevalence was also lower among medical students in Oman compared to an unselected population, reported by a study that included all consecutive women between 12 and 45 years of age attending a hospital. An increased trend in unhealthy lifestyle practices was observed in the recent study. Obesity was a strong predictor of PCOS symptoms across the populations in both countries (p < 0.05). Conclusion: The prevalence of PCOS and clinical signs of hyperandrogenism vary significantly between countries in the MENA region. There is a need to identify specific risk factors associated with PCOS in different populations, explore the genetic basis, and undertake collaborative efforts among healthcare professionals from various disciplines to raise awareness about PCOS and its associated risks.","PeriodicalId":14044,"journal":{"name":"International Journal of Environmental Research and Public Health","volume":"24 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-09-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142191932","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}