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Search Results (492)

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9 pages, 3035 KiB  
Commentary
A Lens on Fire Risk Drivers: The Role of Climate and Vegetation Index Anomalies in the May 2025 Manitoba Wildfires
by Afshin Amiri, Silvio Gumiere and Hossein Bonakdari
Earth 2025, 6(3), 88; https://doi.org/10.3390/earth6030088 (registering DOI) - 1 Aug 2025
Viewed by 78
Abstract
In early May 2025, extreme wildfires swept across Manitoba, Canada, fueled by unseasonably warm temperatures, prolonged drought, and stressed vegetation. We explore how multi-source satellite indicators—such as anomalies in snow cover, precipitation, temperature, vegetation indices, and soil moisture in April–May—jointly signal landscape preconditioning [...] Read more.
In early May 2025, extreme wildfires swept across Manitoba, Canada, fueled by unseasonably warm temperatures, prolonged drought, and stressed vegetation. We explore how multi-source satellite indicators—such as anomalies in snow cover, precipitation, temperature, vegetation indices, and soil moisture in April–May—jointly signal landscape preconditioning for fire, highlighting the potential of these compound anomalies to inform fire risk awareness in boreal regions. Results indicate that rainfall deficits and diminished snowpack significantly reduced soil moisture, which subsequently decreased vegetative greenness and created a flammable environment prior to ignition. This concept captures how multiple moderate anomalies, when occurring simultaneously, can converge to create high-impact fire conditions that would not be flagged by individual thresholds alone. These findings underscore the importance of integrating climate and biosphere anomalies into wildfire risk monitoring to enhance preparedness in boreal regions under accelerating climate change. Full article
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18 pages, 6642 KiB  
Article
Flood Impact and Evacuation Behavior in Toyohashi City, Japan: A Case Study of the 2 June 2023 Heavy Rain Event
by Masaya Toyoda, Reo Minami, Ryoto Asakura and Shigeru Kato
Sustainability 2025, 17(15), 6999; https://doi.org/10.3390/su17156999 - 1 Aug 2025
Viewed by 185
Abstract
Recent years have seen frequent heavy rainfall events in Japan, often linked to Baiu fronts and typhoons. These events are exacerbated by global warming, leading to an increased frequency and intensity. As floods represent a serious threat to sustainable urban development and community [...] Read more.
Recent years have seen frequent heavy rainfall events in Japan, often linked to Baiu fronts and typhoons. These events are exacerbated by global warming, leading to an increased frequency and intensity. As floods represent a serious threat to sustainable urban development and community resilience, this study contributes to sustainability-focused risk reduction through integrated analysis. This study focuses on the 2 June 2023 heavy rain disaster in Toyohashi City, Japan, which caused extensive damage due to flooding from the Yagyu and Umeda Rivers. Using numerical models, this study accurately reproduces flooding patterns, revealing that high tides amplified the inundation area by 1.5 times at the Yagyu River. A resident questionnaire conducted in collaboration with Toyohashi City identifies key trends in evacuation behavior and disaster information usage. Traditional media such as TV remain dominant, but younger generations leverage electronic devices for disaster updates. These insights emphasize the need for targeted information dissemination and enhanced disaster preparedness strategies, including online materials and flexible training programs. The methods and findings presented in this study can inform local and regional governments in building adaptive disaster management policies, which contribute to a more sustainable society. Full article
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35 pages, 1049 KiB  
Article
Strategic Human Resource Development for Industry 4.0 Readiness: A Sustainable Transformation Framework for Emerging Economies
by Kwanchanok Chumnumporn Vong, Kalaya Udomvitid, Yasushi Ueki, Nuchjarin Intalar, Akkaranan Pongsathornwiwat, Warut Pannakkong, Somrote Komolavanij and Chawalit Jeenanunta
Sustainability 2025, 17(15), 6988; https://doi.org/10.3390/su17156988 - 1 Aug 2025
Viewed by 239
Abstract
Industry 4.0 represents a significant transformation in industrial systems through digital integration, presenting both opportunities and challenges for aligning the workforce, especially in emerging economies like Thailand. This study adopts a sequential exploratory mixed-method approach to investigate how strategic human resource development (HRD) [...] Read more.
Industry 4.0 represents a significant transformation in industrial systems through digital integration, presenting both opportunities and challenges for aligning the workforce, especially in emerging economies like Thailand. This study adopts a sequential exploratory mixed-method approach to investigate how strategic human resource development (HRD) contributes to sustainable transformation, defined as the enduring alignment between workforce capabilities and technological advancement. The qualitative phase involved case studies of five Thai manufacturing firms at varying levels of Industry 4.0 adoption, utilizing semi-structured interviews with executives and HR leaders. Thematic findings informed the development of a structured survey, distributed to 144 firms. Partial Least Squares Structural Equation Modeling (PLS SEM) was used to test the hypothesized relationships among business pressures, leadership support, HRD preparedness, and technological readiness. The analysis reveals that business pressures significantly influence leadership and HRD, which in turn facilitate technological readiness. However, business pressures alone do not directly enhance readiness without the support of intermediaries. These results underscore the critical role of integrated HRD and leadership frameworks in enabling sustainable digital transformation. This study contributes to theoretical perspectives by integrating HRD, leadership, and technological readiness, offering practical guidance for firms aiming to navigate the complexities of Industry 4.0. Full article
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13 pages, 239 KiB  
Opinion
How Do We Keep Our New Graduate Nurses in Australia?
by Linda Ng, Rob Eley, Jennifer Dawson, Priya Govindaswamy and Karen Walker
Nurs. Rep. 2025, 15(8), 276; https://doi.org/10.3390/nursrep15080276 - 30 Jul 2025
Viewed by 283
Abstract
This paper aims to discuss the transition of new graduate nurses into the workforce, the preparation provided to equip them through the novice–beginner stage, and the theory–practice conundrum. Background: In Australia, new graduate transition programs have been in existence since the 1990s. [...] Read more.
This paper aims to discuss the transition of new graduate nurses into the workforce, the preparation provided to equip them through the novice–beginner stage, and the theory–practice conundrum. Background: In Australia, new graduate transition programs have been in existence since the 1990s. While there is widespread acknowledgment that this period is pivotal for new graduate nurses entering the profession, there is a lack of consensus on the definition of best practice to achieve optimal preparation for new graduate nurses transitioning into the workforce. Methods: This discussion paper integrates the nursing literature on this topic with the extensive professional experiences of the authors, who are currently working as clinicians in metropolitan hospitals and hold academic positions at universities. Their insights are informed by the literature sourced from peer-reviewed English language journals, including reviews, empirical studies, and national and international reports. Discussion: Recruiting and retaining nurses presents a multifaceted challenge that requires the development of effective tools and strategies to build a sustainable workforce. Both the literature and the authors’ experiences highlight several key factors influencing the preparedness of new graduates. These factors include workplace culture, the demands placed on new graduates, and the support, education, and training they receive. The perspectives shared in this article offer valuable discussion points that can deepen our understanding of the current issues and contribute to the development of more effective solutions. Full article
17 pages, 263 KiB  
Article
Tuberculosis-Related Knowledge, Attitudes, and Practices Among Healthcare Workers in Atlantic Canada: A Descriptive Study
by Harold Joonkeun Oh, Moira A. Law and Isdore Chola Shamputa
Trop. Med. Infect. Dis. 2025, 10(8), 214; https://doi.org/10.3390/tropicalmed10080214 - 30 Jul 2025
Viewed by 289
Abstract
Introduction: Despite the key role of healthcare workers (HCWs) in tuberculosis (TB) prevention and control, there is a lack of regional data on their knowledge, attitudes, and practices (KAPs) regarding the disease in Atlantic Canada. Objectives: To assess the KAPs of HCWs and [...] Read more.
Introduction: Despite the key role of healthcare workers (HCWs) in tuberculosis (TB) prevention and control, there is a lack of regional data on their knowledge, attitudes, and practices (KAPs) regarding the disease in Atlantic Canada. Objectives: To assess the KAPs of HCWs and identify targets for educational interventions to enhance TB care and control. Methods: A cross-sectional study was conducted among HCWs in Atlantic Canada aged 19 years from October 2023 to February 2024. Participants were recruited via multiple channels such as social media, collegiate email lists, and snowball sampling. Survey data were collected using an online platform and analyzed using IBM SPSS Statistics v29. KAPs were assessed using Likert-type scales and internal consistency was evaluated using Cronbach’s alpha. Results: A total of 157 HCWs participated in this study (age range: 19 to 69 years); most were women (n = 145, 92%), born in Canada (n = 134, 85.4%), with nearly three-quarters (n = 115, 73.2%) who had never lived outside of Canada. Study participants demonstrated moderately high knowledge (M = 29.32, SD = 3.25) and positive attitudes (M = 3.87, SD = 0.37) towards TB and strong practices (M = 4.24, SD = 0.69) in TB care; however, gaps were identified in HCW abilities to recognize less common TB symptoms (e.g., rash and nausea), as well as inconsistent practices in ventilation and pre-treatment initiation. Internal consistency analysis indicated suboptimal reliability across all three KAP domains, with Cronbach’s alpha values falling below 0.7, thwarting further planned analyses. Conclusions: This study found overall moderate-to-strong TB-related KAPs among HCWs in Atlantic Canada; however, critical gaps in knowledge and practice were noted. This new information can now guide future educational initiatives and targeted training to enhance TB preparedness and ensure equitable care for patients in the region. Full article
12 pages, 255 KiB  
Article
Injury Epidemiology in Brazilian Rugby Union: Implications for Strength and Conditioning Practice
by Joana Magalhães Marrese, Tamiris Beppler Martins, Mark Russell and Rodrigo Okubo
Sports 2025, 13(8), 247; https://doi.org/10.3390/sports13080247 - 26 Jul 2025
Viewed by 302
Abstract
Rugby Union is a high-impact sport with considerable injury risk, especially in emerging rugby settings where structured physical preparation may be limited. This study aimed to assess the epidemiological profile and injury incidence among Rugby Union players in Brazil, providing insights to inform [...] Read more.
Rugby Union is a high-impact sport with considerable injury risk, especially in emerging rugby settings where structured physical preparation may be limited. This study aimed to assess the epidemiological profile and injury incidence among Rugby Union players in Brazil, providing insights to inform strength and conditioning strategies. A cross-sectional observational study was conducted between October 2023 and February 2024 using a digital questionnaire that captured demographic data, sports participation history, and detailed information about injuries sustained in 2022 and 2023. A total of 236 players participated (58.9% male; mean age = 29.4 ± 7.5 years), with males averaging 29.6 ± 7.7 years and females 29.1 ± 7.5 years. Overall, 183 injuries were reported. Most injuries occurred during matches (73.3%) and were contact-related (82.1%), with the shoulder/clavicle and knee being the most affected regions. Ligament injuries (27.3%), dislocations (15.3%), and fractures (16.4%) were the most prevalent types. Female players had a distinct injury pattern, with a greater proportion of non-contact mechanisms. Significant associations were found between injury occurrence and sex (p = 0.012), playing modality (p < 0.001), injury type (p = 0.013), and recovery time (p = 0.006). These findings highlight the urgent need for tailored strength and conditioning interventions focused on injury prevention and athletic preparedness. Such programs should address sport-specific demands, promote neuromuscular resilience, and be accessible across competitive levels to improve performance and minimize injury-related setbacks. Full article
16 pages, 777 KiB  
Communication
The Platform Readiness Dashboard: A Tool for Evaluating Vaccine Platform Suitability for a Rapid Response to Epidemic and Pandemic Threats
by Ramin Sabet-Azad, Catherine Hoath, Nicole Bézay and Anna Särnefält
Vaccines 2025, 13(8), 793; https://doi.org/10.3390/vaccines13080793 - 26 Jul 2025
Viewed by 844
Abstract
Rapid vaccine availability is essential for effective epidemic and pandemic response. Building on the Coalition for Epidemic Preparedness Innovations (CEPI) 100 Days Mission, which aims to have new vaccines ready for initial authorization and manufacturing at scale within 100 days of recognition of [...] Read more.
Rapid vaccine availability is essential for effective epidemic and pandemic response. Building on the Coalition for Epidemic Preparedness Innovations (CEPI) 100 Days Mission, which aims to have new vaccines ready for initial authorization and manufacturing at scale within 100 days of recognition of a pandemic pathogen, the CEPI has developed a Chemistry, Manufacturing and Controls (CMC) Rapid Response Framework to define technical and logistical CMC requirements to enable rapid vaccine availability. Central to this framework is the availability of adaptable vaccine platforms that can be readily tailored to emerging pathogens. To support strategic decision-making and identify gaps in platform capabilities, CEPI has created the Platform Readiness Dashboard. This tool provides a structured, multi-dimensional initial assessment of platform maturity across six key categories: Adaptability, Compatibility, Suitability, Regulatory, Manufacturing, and Facility Readiness. Each category includes specific technical and operational considerations scored using a color-coded system to reflect outbreak response readiness level. This Dashboard aims to enable vaccine developers, manufacturers, funders, and outbreak response teams to evaluate platform strengths and limitations at any given time, informing funding, preparedness and response activities. By offering a dynamic view of essential platform readiness indicators, the dashboard can communicate progress supporting faster responses to future health emergencies. Full article
(This article belongs to the Special Issue Estimating Vaccines' Value and Impact)
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8 pages, 701 KiB  
Communication
Non-Influenza and Non-SARS-CoV-2 Viruses Among Patients with Severe Acute Respiratory Infections in Tanzania: A Post-COVID-19 Pandemic Snapshot
by Maria Ezekiely Kelly, Frank Msafiri, Francisco Averhoff, Jane Danda, Alan Landay, Azma Simba, Ambele Elia Mwafulango, Solomoni Mosha, Alex Magesa, Vida Mmbaga and Sandra S. Chaves
Viruses 2025, 17(8), 1042; https://doi.org/10.3390/v17081042 - 25 Jul 2025
Viewed by 471
Abstract
Respiratory pathogens are significant causes of morbidity and mortality worldwide. Since the emergence of SARS-CoV-2 in 2019 and the mitigation measures implemented to control the pandemic, other respiratory viruses’ transmission and circulation patterns were substantially disrupted. We leveraged the influenza hospitalization surveillance in [...] Read more.
Respiratory pathogens are significant causes of morbidity and mortality worldwide. Since the emergence of SARS-CoV-2 in 2019 and the mitigation measures implemented to control the pandemic, other respiratory viruses’ transmission and circulation patterns were substantially disrupted. We leveraged the influenza hospitalization surveillance in Tanzania to understand the distribution of respiratory viruses shortly after nonpharmaceutical interventions (NPIs) were lifted. A total of 475 samples that tested negative for SARS-CoV-2 and influenza from March through May 2022 were included in this study. The samples were tested for 16 virus targets using Anyplex II RV16 multiplex assays. The findings indicate that most hospitalizations (74%) were among children under 15 years, with human bocavirus (HBoV) being the most prevalent (26.8%), followed by rhinovirus (RV, 12.3%), parainfluenza viruses (PIVs1–4, 10.2%), respiratory syncytial virus (RSV, 8.7%), adenovirus (AdV, 4.3%), and metapneumovirus (MPV, 2.9%). Notably, 54% of respiratory hospitalizations had no viruses detected. The findings highlight the broad circulation of respiratory viruses shortly after NPIs were lifted in Tanzania. Surveillance for respiratory pathogens beyond influenza and SARS-CoV-2 can inform public health officials of emerging threats in the country and should be considered an important pandemic preparedness measure at a global level. Full article
(This article belongs to the Section Coronaviruses)
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17 pages, 310 KiB  
Article
The Role of Public Health Informatics in the Coordination of Consistent Messaging from Local Health Departments and Public Health Partners During COVID-19
by Tran Ha Nguyen, Gulzar H. Shah, Indira Karibayeva and Bushra Shah
Information 2025, 16(8), 625; https://doi.org/10.3390/info16080625 - 22 Jul 2025
Viewed by 266
Abstract
Introduction: Efficient communication and collaboration among local health departments (LHDs), healthcare organizations, governmental entities, and other community stakeholders are critical for public health preparedness and response. This study evaluates (1) the impact of informatics on LHDs’ frequency and collaboration in creating consistent COVID-19 [...] Read more.
Introduction: Efficient communication and collaboration among local health departments (LHDs), healthcare organizations, governmental entities, and other community stakeholders are critical for public health preparedness and response. This study evaluates (1) the impact of informatics on LHDs’ frequency and collaboration in creating consistent COVID-19 messaging; (2) the influence of informatics on targeted messaging for vulnerable populations; and (3) LHD characteristics linked to their consistent and/or targeted messaging engagement. Methods: This study analyzed the 2020 National Association of County and City Health Officials (NACCHO) Forces of Change (FOC) survey, the COVID-19 Edition. Of the 2390 LHDs invited to complete the core questionnaire, 905 were asked to fill out the module questionnaire as well. The response rate for the core was 24% with 587 responses, while the module received 237 responses, achieving a 26% response rate. Descriptive analyses and six logistic regression models were utilized. Results: Over 80% (183) of LHDs collaborated regularly with public health partners, and 95% (222) used information management applications for COVID-19. Most interacted with local and state agencies, but only half with federal ones. LHDs that exchanged data with local non-health agencies, engaged with local non-health agencies, and communicated weekly to daily with the public about long-term/assisted care had higher odds of creating consistent messages for the public, and about the use and reuse of masks had lower odds of collaborating with public health partners to develop consistent messages for the public. Conclusion: Our findings underscore the centrality of informatics infrastructure and collaboration in ensuring equitable public health messaging. Strengthening public health agencies and investing in targeted training are crucial for effective communication across the communities served by these agencies. Full article
(This article belongs to the Special Issue Feature Papers in Information in 2024–2025)
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11 pages, 1617 KiB  
Article
Parental Knowledge and Preventive Strategies in Pediatric IgE-Mediated Food Allergy—Results from a Cross-Sectional Survey
by Francesca Galletta, Angela Klain, Sara Manti, Francesca Mori, Carolina Grella, Leonardo Tomei, Antonio Andrea Senatore, Amelia Licari, Michele Miraglia del Giudice and Cristiana Indolfi
Nutrients 2025, 17(15), 2387; https://doi.org/10.3390/nu17152387 - 22 Jul 2025
Viewed by 271
Abstract
Background/Objectives: Food allergy (FA) is a growing concern in pediatric care, requiring effective avoidance strategies and timely emergency responses. The role of caregivers is central to the daily management of FA. This study aimed to assess parental knowledge, preparedness, and behaviors regarding [...] Read more.
Background/Objectives: Food allergy (FA) is a growing concern in pediatric care, requiring effective avoidance strategies and timely emergency responses. The role of caregivers is central to the daily management of FA. This study aimed to assess parental knowledge, preparedness, and behaviors regarding pediatric FA management, focusing on both prevention and emergency readiness. Methods: A cross-sectional survey was conducted from December 2024 to April 2025 through the SurveyMonkey® platform, promoted by the Italian Society of Pediatric Allergology and Immunology (SIAIP). The anonymous, structured questionnaire was distributed online and in two Italian university hospitals. A total of 129 fully completed responses from caregivers of children with FA were analyzed. The survey explored self-perceived knowledge, symptom recognition, preventive actions, emergency preparedness, and communication practices. Results: Only 9.3% of parents considered themselves “very informed,” while 54.3% reported limited or no knowledge. Just 16.0% recognized all symptoms of an allergic reaction, and only 24.0% could distinguish mild reactions from anaphylaxis. Notably, 67.4% reported not knowing how to respond to anaphylaxis, and 83.7% did not possess an epinephrine auto-injector. Preventive measures at home were inconsistently applied, and 41.1% took no precautions when eating out. Communication with external caregivers was often informal or absent. Only 33% updated physicians regularly. Conclusions: The findings reveal significant gaps in parental preparedness and highlight critical areas for educational intervention. Enhanced caregiver training, standardized communication protocols, and improved clinical follow-up are essential to strengthen pediatric FA management and safety. Full article
(This article belongs to the Special Issue Nutrition and Quality of Life for Patients with Chronic Disease)
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11 pages, 578 KiB  
Protocol
Climate Change and Its Health Impact in South Africa: A Scoping Review Protocol
by Olubunmi Margaret Ogbodu, Ayodeji Oluwabunmi Oriola and Busisiwe Mrara
Int. J. Environ. Res. Public Health 2025, 22(7), 1155; https://doi.org/10.3390/ijerph22071155 - 21 Jul 2025
Viewed by 361
Abstract
Climate change is profoundly impacting human health in South Africa, aggravating existing health challenges and creating new threats, particularly in vulnerable populations. This scoping review aims to comprehensively map existing evidence of climate change and diverse human health impacts to assist in the [...] Read more.
Climate change is profoundly impacting human health in South Africa, aggravating existing health challenges and creating new threats, particularly in vulnerable populations. This scoping review aims to comprehensively map existing evidence of climate change and diverse human health impacts to assist in the equipping of health systems to address evolving challenges of climate change. The scoping review will inform the development of evidence-based policy, improve public health preparedness, and ensure that adaptation strategies are effectively tailored to South Africa’s socio-economic and environmental conditions. This scoping review protocol will be conducted using the Joanna Briggs Institute (JBI) methodology, following five steps: (1) defining the research question, (2) search strategy, (3) setting inclusion criteria, (4) extracting data, (5) assessing, summarizing, and presenting findings. The Preferred Reporting Items for Systematic Reviews and Meta-Analyses for Scoping Reviews (PRISMA-ScR) tool will be used. A comprehensive peer-reviewed literature search, including PubMed, Scopus, ScienceDirect, and Google Scholar, will be conducted by two independent reviewers. The review will be conducted over eight weeks, focusing on English studies published between 2015 and 2025, and conducted within South Africa. A two-stage screening process will determine article eligibility. Disagreements will be resolved through consensus and consultation of a third reviewer. The results of this review will be presented as tables, including a narrative synthesis of the findings. Full article
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33 pages, 39261 KiB  
Article
Assessing Geohazards on Lefkas Island, Greece: GIS-Based Analysis and Public Dissemination Through a GIS Web Application
by Eleni Katapodi and Varvara Antoniou
Appl. Sci. 2025, 15(14), 7935; https://doi.org/10.3390/app15147935 - 16 Jul 2025
Viewed by 350
Abstract
This research paper presents an assessment of geohazards on Lefkas Island, Greece, using Geographic Information System (GIS) technology to map risk and enhance public awareness through an interactive web application. Natural hazards such as landslides, floods, wildfires, and desertification threaten both the safety [...] Read more.
This research paper presents an assessment of geohazards on Lefkas Island, Greece, using Geographic Information System (GIS) technology to map risk and enhance public awareness through an interactive web application. Natural hazards such as landslides, floods, wildfires, and desertification threaten both the safety of residents and the island’s tourism-dependent economy, particularly due to its seismic activity and Mediterranean climate. By combining the Sendai Framework for Disaster Risk Reduction with GIS capabilities, we created detailed hazard maps that visually represent areas of susceptibility and provide critical insights for local authorities and the public. The web application developed serves as a user-friendly platform for disseminating hazard information and educational resources, thus promoting community preparedness and resilience. The findings highlight the necessity for proactive land management strategies and community engagement in disaster risk reduction efforts. This study underscores GIS’s pivotal role in fostering informed decision making and enhancing the safety of Lefkas Island’s inhabitants and visitors in the face of environmental challenges. Full article
(This article belongs to the Special Issue Emerging GIS Technologies and Their Applications)
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27 pages, 2130 KiB  
Article
Disaster Risk Reduction in a Manhattan-Type Road Network: A Framework for Serious Game Activities for Evacuation
by Corrado Rindone and Antonio Russo
Sustainability 2025, 17(14), 6326; https://doi.org/10.3390/su17146326 - 10 Jul 2025
Viewed by 266
Abstract
The increasing number of natural and man-made disasters registered at the global level is causing a significant amount of damage. This represents one of the main sustainability challenges at the global level. The collapse of the Twin Towers, Hurricane Katrina, and the nuclear [...] Read more.
The increasing number of natural and man-made disasters registered at the global level is causing a significant amount of damage. This represents one of the main sustainability challenges at the global level. The collapse of the Twin Towers, Hurricane Katrina, and the nuclear accident at the Fukushima power plant are some of the most representative disaster events that occurred at the beginning of the third millennium. These relevant disasters need an enhanced level of preparedness to reduce the gaps between the plan and its implementation. Among these actions, training and exercises play a relevant role because they increase the capability of planners, managers, and the people involved. By focusing on the exposure risk component, the general objective of the research is to obtain quantitative evaluations of the exercise’s contribution to risk reduction through evacuation. The paper aims to analyze serious games using a set of methods and models that simulate an urban risk reduction plan. In particular, the paper proposes a transparent framework that merges transport risk analysis (TRA) and transport system models (TSMs), developing serious game activities with the support of emerging information and communication technologies (e-ICT). Transparency is possible through the explicitation of reproducible analytical formulations and linked parameters. The core framework of serious games is constituted by a set of models that reproduce the effects of players’ choices, including planned actions of decisionmakers and travel users’ choices. The framework constitutes the prototype of a digital platform in a “non-stressful” context aimed at providing more insights about the effects of planned actions. The proposed framework is characterized by transparency, a feature that allows other analysts and planners to reproduce each risk scenario, by applying TRA and relative effects simulations in territorial contexts by means of TSMs and parameters updated by e-ICT. A basic experimentation is performed by using a game, presenting the main results of a prototype test based on a reproducible exercise. The prototype experiment demonstrates the efficacy of increasing preparedness levels and reducing exposure by designing and implementing a serious game. The paper’s methodology and results are useful for policymakers, emergency managers, and the community for increasing the preparedness level. Full article
(This article belongs to the Special Issue Sustainable Transportation Engineering and Mobility Safety Management)
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32 pages, 1126 KiB  
Review
Exploring the Role of Artificial Intelligence in Smart Healthcare: A Capability and Function-Oriented Review
by Syed Raza Abbas, Huiseung Seol, Zeeshan Abbas and Seung Won Lee
Healthcare 2025, 13(14), 1642; https://doi.org/10.3390/healthcare13141642 - 8 Jul 2025
Viewed by 1258
Abstract
Artificial Intelligence (AI) is transforming smart healthcare by enhancing diagnostic precision, automating clinical workflows, and enabling personalized treatment strategies. This review explores the current landscape of AI in healthcare from two key perspectives: capability types (e.g., Narrow AI and AGI) and functional architectures [...] Read more.
Artificial Intelligence (AI) is transforming smart healthcare by enhancing diagnostic precision, automating clinical workflows, and enabling personalized treatment strategies. This review explores the current landscape of AI in healthcare from two key perspectives: capability types (e.g., Narrow AI and AGI) and functional architectures (e.g., Limited Memory and Theory of Mind). Based on capabilities, most AI systems today are categorized as Narrow AI, performing specific tasks such as medical image analysis and risk prediction with high accuracy. More advanced forms like General Artificial Intelligence (AGI) and Superintelligent AI remain theoretical but hold transformative potential. From a functional standpoint, Limited Memory AI dominates clinical applications by learning from historical patient data to inform decision-making. Reactive systems are used in rule-based alerts, while Theory of Mind (ToM) and Self-Aware AI remain conceptual stages for future development. This dual perspective provides a comprehensive framework to assess the maturity, impact, and future direction of AI in healthcare. It also highlights the need for ethical design, transparency, and regulation as AI systems grow more complex and autonomous, by incorporating cross-domain AI insights. Moreover, we evaluate the viability of developing AGI in regionally specific legal and regulatory frameworks, using South Korea as a case study to emphasize the limitations imposed by infrastructural preparedness and medical data governance regulations. Full article
(This article belongs to the Special Issue The Role of AI in Predictive and Prescriptive Healthcare)
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14 pages, 245 KiB  
Article
Knowledge and Attitudes of Obstetrics and Gynecology and Family Medicine Residents Regarding Transgender and Gender-Diverse Health: A Multicenter Cross-Sectional Study
by Ozlem Ozgun Uyaniklar, Hikmet Altun and Yesim Uncu
Healthcare 2025, 13(13), 1596; https://doi.org/10.3390/healthcare13131596 - 3 Jul 2025
Viewed by 273
Abstract
Objectives: Health disparities among transgender and gender-diverse individuals are partly attributed to the limited knowledge and preparedness of healthcare providers. This study aims to assess the level of knowledge of transgender health among residents in obstetrics and gynecology and family medicine. Methods [...] Read more.
Objectives: Health disparities among transgender and gender-diverse individuals are partly attributed to the limited knowledge and preparedness of healthcare providers. This study aims to assess the level of knowledge of transgender health among residents in obstetrics and gynecology and family medicine. Methods: A multicenter, cross-sectional study was conducted with obstetrics and gynecology (OBGYN) and family medicine (FM) residents from two different centers. Data were collected using a 21-item questionnaire. The questionnaire assessed participants’ demographic information, knowledge of sexual orientation and gender identity, clinical and anatomical effects of gender-affirming hormone therapy, knowledge of gender-affirming surgery, and knowledge of risk-based screening for TGD individuals. Results: The study, which included 85 residents (62 FM, 23 OBGYN), found that 76.6% of respondents indicated that SOGI should be routinely assessed. However, 68.3% of the participants reported inadequate knowledge regarding the clinical implications of gender-affirming hormone therapy, and 74.1% reported insufficient knowledge about gender-affirming surgeries. Furthermore, 62.4% of the participants indicated that they had not received any health education specifically tailored to address the needs of transgender individuals. Only 23.5% reported receiving training during their residency programs. Notably, 84.7% of the participants expressed a desire for formal education in this area. Conclusions: FM and OBGYN residents have significant knowledge gaps regarding TGD health. The integration of TGD health topics into the curricula of medical schools and residency programs is needed to improve access to healthcare for individuals with TGD. Full article
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