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Search Results (120)

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Keywords = humanitarian crisis

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18 pages, 314 KB  
Article
Building Capacity in Crisis: Evaluating a Health Assistant Training Program for Young Rohingya Refugee Women
by Nada Alnaji, Bree Akesson, Ashley Stewart-Tufescu, Md Golam Hafiz, Shahidul Hoque, Farhana Ul Hoque, Rayyan A. Alyahya, Carine Naim, Sulafa Zainalabden Alrkabi, Wael ElRayes and Iftikher Mahmood
Int. J. Environ. Res. Public Health 2026, 23(1), 127; https://doi.org/10.3390/ijerph23010127 - 20 Jan 2026
Viewed by 327
Abstract
Background: The Rohingya refugee crisis is one of the largest humanitarian emergencies of the 21st century, with nearly one million Rohingya residing in overcrowded camps in southern Bangladesh. Women and children face the greatest vulnerabilities, including inadequate access to education and healthcare, which [...] Read more.
Background: The Rohingya refugee crisis is one of the largest humanitarian emergencies of the 21st century, with nearly one million Rohingya residing in overcrowded camps in southern Bangladesh. Women and children face the greatest vulnerabilities, including inadequate access to education and healthcare, which exacerbates their risks and limits opportunities for personal and community development. While international organizations continue to provide aid, resources remain insufficient, particularly in maternal and child healthcare, highlighting the urgent need for sustainable interventions. Objectives: The Hope Foundation for Women and Children in Bangladesh launched a pilot project for the Health Assistant Training (HAT) program to address critical gaps in healthcare and education for the Rohingya community. This nine-month training program equips young Rohingya women with essential knowledge and skills to support maternal health services in both clinical and community settings. Design: We conducted a qualitative evaluation of the HAT Program to explore its acceptance and anticipated benefits for both participants and the community. Methods: The research team used semi-structured interviews, focus groups, and field observations to explore the HAT Program’s impact on young Rohingya women and their community. They analyzed data through thematic analysis, developing a coding framework and identifying key themes to uncover patterns and insights. Results: The results were categorized into four themes: (1) community acceptance of the HAT Program, (2) the HAT Program’s impact on the health assistant trainees, (3) the impact of the HAT Program on the community, and (4) the potential ways to expand the HAT Program. Conclusions: This research underscores the program’s impact on improving healthcare access, enhancing women’s empowerment, and promoting community resilience. By situating this initiative within the broader context of refugee health, education, and capacity-building, this research highlights the HAT program’s potential as a replicable model in Bangladesh and in other humanitarian settings. Full article
19 pages, 262 KB  
Article
Integrating Ukrainian Students in Romanian Higher Education: Qualitative Insights from the EIUS Erasmus+ Project
by Maria Alina Caratas and Tanase Tasente
Educ. Sci. 2026, 16(1), 91; https://doi.org/10.3390/educsci16010091 - 8 Jan 2026
Viewed by 240
Abstract
Russia’s 2022 invasion precipitated one of Europe’s largest episodes of forced academic mobility, compelling universities to shift from emergency access to durable inclusion. This article investigates how Ukrainian students are integrated into Romanian higher education through a qualitative case study at Ovidius University [...] Read more.
Russia’s 2022 invasion precipitated one of Europe’s largest episodes of forced academic mobility, compelling universities to shift from emergency access to durable inclusion. This article investigates how Ukrainian students are integrated into Romanian higher education through a qualitative case study at Ovidius University of Constanta, undertaken within the Erasmus+ EIUS project. We analysed a participatory focus-group workshop (“Building Bridges,” May 2024) involving 72 participants (15 Ukrainian students, 31 Romanian students, 26 academic staff). Transcripts were coded via reflexive thematic analysis and interpreted through a SWOT lens to connect lived experience with institutional strategy. Findings indicate that integration generates tangible pedagogical and social value—diversity enriches coursework, empathy strengthens peer collaboration, and exposure to multilingual classrooms catalyses instructional innovation. Yet systemic fragilities persist: language anxiety (“translation silence”), fragmented support pathways, and limited access to counselling shift emotional labour onto faculty and peers. Opportunities cluster around Erasmus+ infrastructures, bilingual materials, and co-created projects that transform access into participation; threats include latent prejudice, social isolation, compassion fatigue, and policy discontinuity as crisis attention wanes. We advance the concept of institutionalised solidarity—a multi-level inclusion model that couples emotional infrastructures (mentoring, trauma-informed pedagogy, counselling) with organizational infrastructures (integration offices, linguistic scaffolding, adaptive assessment). The study contributes an empirically grounded framework for moving from humanitarian reaction to sustainable academic inclusion and offers actionable guidance for European universities seeking resilience under protracted disruption. Full article
(This article belongs to the Section Higher Education)
23 pages, 728 KB  
Article
Unemployment Factors Among Venezuelan Immigrants in Colombia
by Miguel Ángel Morffe Peraza, Neida Albornoz-Arias, María-Antonia Cuberos, Carolina Ramírez-Martínez and José Alberto Peña Echezuría
Societies 2026, 16(1), 15; https://doi.org/10.3390/soc16010015 - 1 Jan 2026
Viewed by 545
Abstract
Since 2015, nearly 3 million Venezuelans have fled to Columbia, forced to leave their homeland by a multidimensional humanitarian crisis. Entering the Columbian labour market has become one of the key challenges facing these migrants. In the fragile socio-economic context of cities bordering [...] Read more.
Since 2015, nearly 3 million Venezuelans have fled to Columbia, forced to leave their homeland by a multidimensional humanitarian crisis. Entering the Columbian labour market has become one of the key challenges facing these migrants. In the fragile socio-economic context of cities bordering Venezuela, finding employment is especially difficult. This study aimed to clarify the factors related to unemployment among Venezuelan immigrants in the border municipalities of Villa del Rosario, Los Patios and Cúcuta (Colombia). The target population included 122 Venezuelan migrants who reported being unemployed. The primary data was collected from July to October 2022. Using multiple correspondence analysis and positioning maps, we identified three different profiles that emerge among these unemployed immigrants. Profile 1 is characterised as young people with an education level ranging from primary school to high school and an occupational profile of mainly service workers and salespeople in commerce and markets. Profile 2, of greatest interest in this study, is characterised as mostly young women who received university education but have not managed to enter the labour market. Profile 3 is largely men aged 48 to 61 years and older, with medium technical and higher university-level education and an occupational profile of mostly technical and professional medium level. We conclude with several recommendations to promote formal labour integration among Venezuelan migrants. Full article
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21 pages, 511 KB  
Review
Multidimensional Analysis of Disaster Nutrition: A Holistic Model Proposal Across Nutrition, Technology, Logistics, and Policy Axes
by Günay Basdogan, Osman Sagdic, Hakan Basdogan and Salih Karasu
Foods 2026, 15(1), 75; https://doi.org/10.3390/foods15010075 - 26 Dec 2025
Viewed by 472
Abstract
Over the past two decades, escalating climate crises, geopolitical conflicts, and pandemics have intensified the frequency and severity of disasters, exposing severe vulnerabilities in global food systems. In this pressing context, disaster nutrition emerges as a vital domain of intervention. However, existing academic [...] Read more.
Over the past two decades, escalating climate crises, geopolitical conflicts, and pandemics have intensified the frequency and severity of disasters, exposing severe vulnerabilities in global food systems. In this pressing context, disaster nutrition emerges as a vital domain of intervention. However, existing academic literature and field practices often address this topic through fragmented, single-axis perspectives. Nutritional physiology, food technology, humanitarian logistics, and policy–ethics frameworks tend to progress in parallel yet disconnected tracks, which results in a lack of holistic models that adequately reflect field realities. The urgency of this issue is underscored by the latest global data. In 2023 alone, disasters resulted in over 86,000 deaths, a significant increase from the preceding two-decade annual average. Furthermore, the 2025 Global Report on Food Crises reveals that 295.3 million people faced high levels of acute food insecurity in 2024, marking the sixth consecutive year this number has risen. This escalating crisis highlights the inadequacy of fragmented approaches and necessitates the development of an integrated framework for disaster nutrition. To address this fragmentation, this study redefines disaster nutrition as a multi-layered, integrated food system challenge. Based on a comprehensive literature analysis, it proposes an “Integrated Disaster Food System Model” that brings these different dimensions together within a common framework. The model is built on four main components: (i) nutritional requirements and vulnerable groups (such as infants, older adults, pregnant individuals, and populations with chronic diseases requiring special diets); (ii) product design, technology, and packaging (balancing shelf life, nutritional value, cultural acceptability, and sensory attributes, including innovative components such as microalgae and fermented foods); (iii) logistics, storage, and distribution systems (centralized storage versus localized micro-warehouses, as well as the use of drones and digital traceability technologies); and (iv) policy, regulation, ethics, and sustainability (the applicability of the Sphere Standards, fair distribution, food waste, and environmental impact). By emphasizing the bidirectional and dynamic interactions among these components, the model demonstrates how decisions in one domain affect others (for example, how more durable packaging can increase both logistics costs and carbon footprint). The study highlights the risks and cultural mismatches associated with a “one-size-fits-all high-energy food” approach for vulnerable groups and argues for the necessity of localized, context-specific, and sustainable solutions. In conclusion, the article posits that the future of disaster food systems can only be shaped through a holistic approach in which interdisciplinary collaboration, technological innovation, and ethical–environmental principles are integrated into the core of policy-making. Full article
(This article belongs to the Section Food Security and Sustainability)
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18 pages, 330 KB  
Article
Emotional Geopolitics of War: Disparities in Russia–Ukraine War Coverage Between CGTN and VOA
by Xiaojuan Qiu, Weiwen Yu, Yuxi Huang and Jiaxin Yang
Journal. Media 2025, 6(4), 208; https://doi.org/10.3390/journalmedia6040208 - 16 Dec 2025
Viewed by 938
Abstract
This study conducts a comparative content analysis of media coverage of the Russia–Ukraine war by China Global Television Network (CGTN) and Voice of America (VOA), focusing on emotional content and framing strategies. Analyzing 4997 articles from CGTN and 4975 articles from VOA, the [...] Read more.
This study conducts a comparative content analysis of media coverage of the Russia–Ukraine war by China Global Television Network (CGTN) and Voice of America (VOA), focusing on emotional content and framing strategies. Analyzing 4997 articles from CGTN and 4975 articles from VOA, the study examines how each outlet emphasizes emotions such as neutrality, anger, fear, and hope. The findings reveal that CGTN predominantly adopts a neutral and analytical tone, prioritizing geopolitical implications; in contrast, VOA employs a more emotionally charged approach, highlighting the humanitarian crisis and expressing solidarity with Ukraine. While CGTN emphasizes hope and diplomatic solutions, VOA underscores anger and fear to justify international intervention and support for Ukraine. The contrasting framing strategies reflect the geopolitical interests of China and the U.S., with CGTN positioning China as a mediator advocating for peace and stability, and VOA framing Russia as the aggressor to bolster Western democratic values. By leveraging divergent emotional narratives, both media outlets serve the strategic objectives of their countries, shape global perceptions, and garner public support for their respective policies. This study contributes to understanding how emotional framing functions as a strategic tool in international media coverage during geopolitical conflicts. Full article
23 pages, 1499 KB  
Review
Civil Societies and Disaster Risk Reduction in China: Policy and Literature Analysis
by Fang Lian and Rajib Shaw
Sustainability 2025, 17(23), 10644; https://doi.org/10.3390/su172310644 - 27 Nov 2025
Viewed by 699
Abstract
This study examines the roles, policy alignment, and challenges of civil society organizations (CSOs) in China’s disaster risk reduction (DRR) efforts post-2008 Wenchuan Earthquake. Using qualitative analysis of national policies, international frameworks, and academic literature, it traces the evolution of Chinese CSOs from [...] Read more.
This study examines the roles, policy alignment, and challenges of civil society organizations (CSOs) in China’s disaster risk reduction (DRR) efforts post-2008 Wenchuan Earthquake. Using qualitative analysis of national policies, international frameworks, and academic literature, it traces the evolution of Chinese CSOs from peripheral actors to state-integrated partners in disaster risk governance. Findings reveal that China’s top-down system has progressively institutionalized CSOs through Five-Year Plans, enabling their participation in emergency response and community resilience by using technological innovation. However, their contributions remain skewed toward short-term relief, with limited engagement in risk reduction or global humanitarian initiatives. Challenges include fragmented government–CSO collaboration and reliance on informal networks. While CSOs demonstrate growing technical proficiency, systemic barriers—such as funding gaps, weak institutionalized partnerships, and ideological divergences—hinder sustainability. Recommendations emphasize capacity building in risk education, policy literacy, and technology adoption, alongside reforms to formalize cross-sector collaboration and expand international engagement. By addressing these gaps, Chinese CSOs could transition from crisis responders to proactive agents of sustainable resilience, aligning local actions with global DRR agendas. This research offers critical insights for policymakers and practitioners seeking to optimize CSOs’ role in national and local risk governance and invest in their development. Full article
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11 pages, 457 KB  
Proceeding Paper
Federated Learning-Driven Digital Twin: A Privacy-Preserving AI Approach for Crisis Logistics
by Hafsa El Mouhsine, Rajaa Saidi and Walid Cherif
Eng. Proc. 2025, 112(1), 44; https://doi.org/10.3390/engproc2025112044 - 21 Oct 2025
Viewed by 975
Abstract
In emergency situations, rapid action is critical to save lives, yet humanitarian logistics often grapple with challenges like information dispersion, tight deadlines, and strict privacy regulations. This research introduces FL-DT-HSC, a novel approach integrating Federated Learning (FL) and Digital Twins (DTs). Federated Learning [...] Read more.
In emergency situations, rapid action is critical to save lives, yet humanitarian logistics often grapple with challenges like information dispersion, tight deadlines, and strict privacy regulations. This research introduces FL-DT-HSC, a novel approach integrating Federated Learning (FL) and Digital Twins (DTs). Federated Learning enables the management of sensitive data across multiple sites without centralization, while Digital Twins offer live simulations to guide decision-making. Tested through a fictional case based on the 2022 Pakistan floods, FL-DT-HSC shows promise for faster, more efficient, and privacy-conscious responses. Though still a concept, it leverages established ideas from healthcare and industrial applications, laying the groundwork for real-world experiments to transform crisis logistics. Full article
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32 pages, 19967 KB  
Article
Monitoring the Recovery Process After Major Hydrological Disasters with GIS, Change Detection and Open and Free Multi-Sensor Satellite Imagery: Demonstration in Haiti After Hurricane Matthew
by Wilson Andres Velasquez Hurtado and Deodato Tapete
Water 2025, 17(19), 2902; https://doi.org/10.3390/w17192902 - 7 Oct 2025
Cited by 1 | Viewed by 1027
Abstract
Recovery from disasters is the complex process requiring coordinated measures to restore infrastructure, services and quality of life. While remote sensing is a well-established means for damage assessment, so far very few studies have shown how satellite imagery can be used by technical [...] Read more.
Recovery from disasters is the complex process requiring coordinated measures to restore infrastructure, services and quality of life. While remote sensing is a well-established means for damage assessment, so far very few studies have shown how satellite imagery can be used by technical officers of affected countries to provide crucial, up-to-date information to monitor the reconstruction progress and natural restoration. To address this gap, the present study proposes a multi-temporal observatory method relying on GIS, change detection techniques and open and free multi-sensor satellite imagery to generate thematic maps documenting, over time, the impact and recovery from hydrological disasters such as hurricanes, tropical storms and induced flooding. The demonstration is carried out with regard to Hurricane Matthew, which struck Haiti in October 2016 and triggered a humanitarian crisis in the Sud and Grand’Anse regions. Synthetic Aperture Radar (SAR) amplitude change detection techniques were applied to pre-, cross- and post-disaster Sentinel-1 image pairs from August 2016 to September 2020, while optical Sentinel-2 images were used for verification and land cover classification. With regard to inundated areas, the analysis allowed us to determine the needed time for water recession and rural plain areas to be reclaimed for agricultural exploitation. With regard to buildings, the cities of Jérémie and Les Cayes were not only the most impacted areas, but also were those where most reconstruction efforts were made. However, some instances of new settlements located in at-risk zones, and thus being susceptible to future hurricanes, were found. This result suggests that the thematic maps can support policy-makers and regulators in reducing risk and making the reconstruction more resilient. Finally, to evaluate the replicability of the proposed method, an example at a country-scale is discussed with regard to the June 2023 flooding event. Full article
(This article belongs to the Special Issue Applications of GIS and Remote Sensing in Hydrology and Hydrogeology)
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21 pages, 1229 KB  
Article
Eghatha: A Blockchain-Based System to Enhance Disaster Preparedness
by Ayoub Ghani, Ahmed Zinedine and Mohammed El Mohajir
Computers 2025, 14(10), 405; https://doi.org/10.3390/computers14100405 - 23 Sep 2025
Viewed by 1206
Abstract
Natural disasters often strike unexpectedly, leaving thousands of victims and affected individuals each year. Effective disaster preparedness is critical to reducing these consequences and accelerating recovery. This paper presents Eghatha, a blockchain-based decentralized system designed to optimize humanitarian aid delivery during crises. By [...] Read more.
Natural disasters often strike unexpectedly, leaving thousands of victims and affected individuals each year. Effective disaster preparedness is critical to reducing these consequences and accelerating recovery. This paper presents Eghatha, a blockchain-based decentralized system designed to optimize humanitarian aid delivery during crises. By enabling secure and transparent transfers of donations and relief from donors to beneficiaries, the system enhances trust and operational efficiency. All transactions are immutably recorded and verified on a blockchain network, reducing fraud and misuse while adapting to local contexts. The platform is volunteer-driven, coordinated by civil society organizations with humanitarian expertise, and supported by government agencies involved in disaster response. Eghatha’s design accounts for disaster-related constraints—including limited mobility, varying levels of technological literacy, and resource accessibility—by offering a user-friendly interface, support for local currencies, and integration with locally available technologies. These elements ensure inclusivity for diverse populations. Aligned with Morocco’s “Digital Morocco 2030” strategy, the system contributes to both immediate crisis response and long-term digital transformation. Its scalable architecture and contextual sensitivity position the platform for broader adoption in similarly affected regions worldwide, offering a practical model for ethical, decentralized, and resilient humanitarian logistics. Full article
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18 pages, 322 KB  
Article
Visible Bullets: Shakespeare at the Ukrainian Front and Beyond
by Amy Lidster
Humanities 2025, 14(8), 173; https://doi.org/10.3390/h14080173 - 18 Aug 2025
Viewed by 1580
Abstract
The use of Shakespeare within warzones and at the frontline of conflict centralizes vital questions about the role of the arts during times of profound crisis, when lives and liberties are under direct attack. This article first considers Shakespearean productions linked to Russia’s [...] Read more.
The use of Shakespeare within warzones and at the frontline of conflict centralizes vital questions about the role of the arts during times of profound crisis, when lives and liberties are under direct attack. This article first considers Shakespearean productions linked to Russia’s 2022 invasion of Ukraine, concentrating on the inaugural Ukrainian Shakespeare Festival and two documentaries that reveal how staging Shakespeare can serve humanitarian needs, promote political debate, and help individuals to process their wartime experiences. It then expands to include examples from other conflicts, including the First World War and the ongoing crisis in Gaza, and argues that warzone productions—in addition to embracing what theatre can achieve at times of conflict—also address its limitations. Warzone performances often acknowledge a gulf between representation and lived experience, between tragedy as a dramatic form and reality, which is reinforced when the individuals staging Shakespeare are also ‘actors’ in the war. This article proposes that what unites war and theatre is the power of narrative for shaping action and interpretation, and this recognition underlines the responsibilities of political and theatrical narratives at times of war, as well as the role of the critic. Full article
25 pages, 3159 KB  
Article
CLIP-BCA-Gated: A Dynamic Multimodal Framework for Real-Time Humanitarian Crisis Classification with Bi-Cross-Attention and Adaptive Gating
by Shanshan Li, Qingjie Liu, Zhian Pan and Xucheng Wu
Appl. Sci. 2025, 15(15), 8758; https://doi.org/10.3390/app15158758 - 7 Aug 2025
Viewed by 1340
Abstract
During humanitarian crises, social media generates over 30 million multimodal tweets daily, but 20% textual noise, 40% cross-modal misalignment, and severe class imbalance (4.1% rare classes) hinder effective classification. This study presents CLIP-BCA-Gated, a dynamic multimodal framework that integrates bidirectional cross-attention (Bi-Cross-Attention) and [...] Read more.
During humanitarian crises, social media generates over 30 million multimodal tweets daily, but 20% textual noise, 40% cross-modal misalignment, and severe class imbalance (4.1% rare classes) hinder effective classification. This study presents CLIP-BCA-Gated, a dynamic multimodal framework that integrates bidirectional cross-attention (Bi-Cross-Attention) and adaptive gating within the CLIP architecture to address these challenges. The Bi-Cross-Attention module enables fine-grained cross-modal semantic alignment, while the adaptive gating mechanism dynamically weights modalities to suppress noise. Hierarchical learning rate scheduling and multidimensional data augmentation further optimize feature fusion for real-time multiclass classification. On the CrisisMMD benchmark, CLIP-BCA-Gated achieves 91.77% classification accuracy (1.55% higher than baseline CLIP and 2.33% over state-of-the-art ALIGN), with exceptional recall for critical categories: infrastructure damage (93.42%) and rescue efforts (92.15%). The model processes tweets at 0.083 s per instance, meeting real-time deployment requirements for emergency response systems. Ablation studies show Bi-Cross-Attention contributes 2.54% accuracy improvement, and adaptive gating contributes 1.12%. This work demonstrates that dynamic multimodal fusion enhances resilience to noisy social media data, directly supporting SDG 11 through scalable real-time disaster information triage. The framework’s noise-robust design and sub-second inference make it a practical solution for humanitarian organizations requiring rapid crisis categorization. Full article
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12 pages, 558 KB  
Review
The Challenge of Rebuilding Gaza’s Health System: A Narrative Review Towards Sustainability
by Eduardo Missoni and Kasturi Sen
Healthcare 2025, 13(15), 1860; https://doi.org/10.3390/healthcare13151860 - 30 Jul 2025
Cited by 2 | Viewed by 4005
Abstract
Background: Since the election of Hamas in 2006, Gaza has endured eight major military conflicts, culminating in the ongoing 2023–2025 war, now surpassing 520 days. This protracted violence, compounded by a 17-year blockade, has resulted in the near-total collapse of Gaza’s health [...] Read more.
Background: Since the election of Hamas in 2006, Gaza has endured eight major military conflicts, culminating in the ongoing 2023–2025 war, now surpassing 520 days. This protracted violence, compounded by a 17-year blockade, has resulted in the near-total collapse of Gaza’s health system. Over 49,000 deaths, widespread displacement, and the destruction of more than 60% of health infrastructure have overwhelmed both local capacity and international humanitarian response. Objectives: This narrative review aims to examine and synthesize the current literature (October 2023–April 2025) on the health crisis in Gaza, with a specific focus on identifying key themes and knowledge gaps relevant to rebuilding a sustainable health system. The review also seeks to outline strategic pathways for recovery in the context of ongoing conflict and systemic deprivation. Methods: Given the urgency and limitations of empirical data from conflict zones, a narrative review approach was adopted. Fifty-two sources—including peer-reviewed articles, editorials, reports, and correspondence—were selected through targeted searches using Medline and Google Scholar. The analysis was framed within a public health and political economy perspective, also taking health system building blocks into consideration. Results: The reviewed literature emphasizes emergency needs: trauma care, infectious disease control, and supply chain restoration. Innovations such as mobile clinics and telemedicine offer interim solutions. Gaps include limited attention to mental health (including that of health workers), local governance, and sustainable planning frameworks. Conclusions: Sustainable reconstruction requires a durable ceasefire; international stewardship aligned with local ownership; and a phased, equity-driven strategy emphasizing primary care, mental health, trauma management, and community engagement. Full article
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21 pages, 561 KB  
Article
Comparative Analysis of BERT and GPT for Classifying Crisis News with Sudan Conflict as an Example
by Yahya Masri, Zifu Wang, Anusha Srirenganathan Malarvizhi, Samir Ahmed, Tayven Stover, David W. S. Wong, Yongyao Jiang, Yun Li, Qian Liu, Mathieu Bere, Daniel Rothbart, Dieter Pfoser and Chaowei Yang
Algorithms 2025, 18(7), 420; https://doi.org/10.3390/a18070420 - 8 Jul 2025
Viewed by 2276
Abstract
To obtain actionable information for humanitarian and other emergency responses, an accurate classification of news or events is critical. Daily news and social media are hard to classify based on conveyed information, especially when multiple categories of information are embedded. This research used [...] Read more.
To obtain actionable information for humanitarian and other emergency responses, an accurate classification of news or events is critical. Daily news and social media are hard to classify based on conveyed information, especially when multiple categories of information are embedded. This research used large language models (LLMs) and traditional transformer-based models, such as BERT, to classify news and social media events using the example of the Sudan Conflict. A systematic evaluation framework was introduced to test GPT models using Zero-Shot prompting, Retrieval-Augmented Generation (RAG), and RAG with In-Context Learning (ICL) against standard and hyperparameter-tuned bert-based and bert-large models. BERT outperformed GPT in F1-score and accuracy for multi-label classification (MLC) while GPT outperformed BERT in accuracy for Single-Label classification from Multi-Label Ground Truth (SL-MLG). The results illustrate that a larger model size improves classification accuracy for both BERT and GPT, while BERT benefits from hyperparameter tuning and GPT benefits from its enhanced contextual comprehension capabilities. By addressing challenges such as overlapping semantic categories, task-specific adaptation, and a limited dataset, this study provides a deeper understanding of LLMs’ applicability in constrained, real-world scenarios, particularly in highlighting the potential for integrating NLP with other applications such as GIS in future conflict analyses. Full article
(This article belongs to the Special Issue Evolution of Algorithms in the Era of Generative AI)
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16 pages, 834 KB  
Article
How Deutsche Welle Shapes Knowledge and Behaviour of Syrian Diaspora
by Mohammad Qudah, Husain A. Murad, Mohammed Habes and Mokhtar Elareshi
Journal. Media 2025, 6(2), 92; https://doi.org/10.3390/journalmedia6020092 - 18 Jun 2025
Cited by 1 | Viewed by 2501
Abstract
This study explores the impact of DW’s news coverage on the perceptions, knowledge, and behavioural changes of the Syrian diaspora in Germany regarding the Syrian crisis. Grounded in the Uses and Gratifications theory, data were collected from 207 Syrian immigrants residing in Germany [...] Read more.
This study explores the impact of DW’s news coverage on the perceptions, knowledge, and behavioural changes of the Syrian diaspora in Germany regarding the Syrian crisis. Grounded in the Uses and Gratifications theory, data were collected from 207 Syrian immigrants residing in Germany between September and November 2023 using a convenience sampling approach. The findings reveal that DW is perceived as a credible and objective news source that provides comprehensive and balanced coverage of the Syrian crisis. Exposure to DW’s reporting significantly enhanced respondents’ understanding of the crisis, enabling them to engage in informed discussions. DW’s coverage motivated behavioural changes, encouraging participation in social media discussions and humanitarian initiatives. This study highlights the critical role of trusted international media in shaping diaspora communities’ perceptions, knowledge, and actions during crises. These findings also highlight DW’s influence as a key information source for the Syrian diaspora, fostering both awareness and proactive engagement with the ongoing crisis. Full article
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27 pages, 470 KB  
Review
Non-Communicable Disease (NCD) Management During Disasters and Humanitarian Emergencies: A Review of the Experiences Reported by Emergency Medical Teams (EMTs)
by Emanuela Parotto, Flavio Salio, Martina Valente and Luca Ragazzoni
J. Pers. Med. 2025, 15(6), 255; https://doi.org/10.3390/jpm15060255 - 16 Jun 2025
Viewed by 1618
Abstract
Background/Objectives: Non-Communicable Diseases (NCDs) place an excessive strain on health systems in disaster-affected settings and may lead to a parallel public health emergency lasting months or years after a disaster. Although NCDs are increasingly recognized as a major challenge in disasters and [...] Read more.
Background/Objectives: Non-Communicable Diseases (NCDs) place an excessive strain on health systems in disaster-affected settings and may lead to a parallel public health emergency lasting months or years after a disaster. Although NCDs are increasingly recognized as a major challenge in disasters and humanitarian emergencies, a dedicated and standardized response plan is missing, as well as a shortage of evidence-based guidelines for NCD management in theses contexts. Over the years, Emergency Medical Teams (EMTs) have traditionally been deployed to manage acute conditions such as trauma and infectious diseases that quickly impact health systems. However, greater attention is needed to address acute exacerbation of NCDs and to ensure continuity of care for people with chronic health needs in disasters and emergencies. Methods: We conducted a scoping review exploring the EMTs’ management of chronic NCDs during disasters and humanitarian emergencies, in order to identify the strategies adopted, the challenges faced, and the recommendations provided to address this health problem. The online databases PubMed, Scopus, and EBSCO were searched to identify relevant papers. Results: After screening the papers against the eligibility criteria, 17 publications were retrieved. Five different areas of intervention concerning EMTs and NCDs management were identified: (i) EMTs pre-departure preparation, operational time, and length of stay; (ii) EMTs staff composition and training; (iii) EMTs logistics; (iv) EMTs integration with local health services; (v) EMTs clinical data record. Conclusions: The findings emerging from this study showed that NCDs significantly impact disaster response in different settings, underlining the need to implement a range of EMTs activities to guarantee assistance for chronic health needs. In view of strengthening the ability of health systems to cope with the NCDs’ burden, the EMTs’ initiatives should be considered as a bridge between the support provided during the acute phase of an emergency and the continuation of care ensured by the system in its early recovery phase. Full article
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