Heuristic Forest Fire Detection Using the Deep Learning Model with Optimized Cluster Head Selection Technique by Sengottaiyan N., Ananthi J., Rajesh Sharma R., Hamsanandhini S., Sungheetha Akey, Chinnaiyan R., Ketema Adare Gemeda

“…Their development and implementation represent a crucial aspect of modern disaster risk management and resilience systems. This novel technique introduces a modern approach to forest fire prediction by integrating a deep learning model with an optimized cluster head selection technique. …”
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Determinants of South African Asset Market Co-Movement: Evidence from Investor Sentiment and Changing Market Conditions by Fabian Moodley, Sune Ferreira-Schenk, Kago Matlhaku

“…These observations provide interesting insights to policymakers, investors, and fund managers for portfolio diversification and risk management strategies. That being, the current policies are not robust enough to reduce asset market integration and reduce sentiment-induced markets. …”
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Optimization of Enterprise Financial Management and Decision-Making Systems Based on Big Data by Shaomin Ren

“…Based on information asymmetry theory, principal-agent theory, and risk management theory, this paper analyzes the mechanism of the impact of big data on financial decision-making, analyzing four dimensions: how big data enhances the information base for forecasting, how big data improves the relevance of decision-making, how big data builds new competitive advantages, and how big data promotes dynamic decision-making. …”
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Risk perception among healthcare professionals working in emergency care in remote locations: a scoping review protocol by Teresa Martins, Célia Maria Queirós, Tiago Correia

“…Despite the pivotal role of healthcare professionals’ skills and knowledge in risk management in these contexts, academic literature has largely overlooked this aspect. …”
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Development of Simultaneous Analysis of Thirteen Bioactive Compounds in So-Cheong-Ryong-Tang Using UPLC-DAD by Ji Hyun Jeong, Seon Yu Lee, Bo Na Kim, Guk Yeo Lee, Seong Ho Ham

“…Simultaneous analysis and development of SCRT is essential for its stability, efficacy, and risk management. In this study, a simple, reliable, and accurate method using ultrahigh-performance liquid chromatography (UPLC) fingerprinting with a diode array detector (DAD) was developed for the simultaneous analysis. …”
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Spatio-temporal tourism land use changes: A case study of a typical tourism district in Song County, China by Huanhuan Li, Merimkul Kerimkulova, Shuman Wang, Jinlong Cheng, Weige Zhang

“…In addition, possibilities for resolving the consequences are studied and the effectiveness of risk management assessed. The practical significance of the results obtained lies in the opportunity to apply them to the process of forming decisions for tourism land use activities and further management of tourism processes. …”
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Health risks evaluation of mycotoxins in plant-based supplements marketed in Malaysia by Rozaini Abdullah, Nur Syazwin Kamarozaman, Siti Soleha Ab Dullah, Mohd Yusmaidie Aziz, Hussein Bakheit Adam Aziza

“…To assess risk, Margin of Exposure (MOE) values were determined, showing that all AFB2-positive samples had MOE values below the critical threshold of 10,000, indicating an urgent need for risk management. A quantitative cancer risk assessment also estimated the percentage of hepatocellular carcinoma and kidney cancer attributable to mycotoxin exposure. …”
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Value-based Reimbursement as a Mechanism to Achieve Social and Financial Impact in the Healthcare System by Ana Paula Beck de Silva Etges, Harry H. Liu, Porter Jones, Carisi A. Polanczyk

“…A thorough understanding of value-based reimbursement agreements that views such agreements as a mechanism for risk management is critical to the task of ensuring that the healthcare system generates social impacts while ensuring financial sustainability. …”
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Risk Evaluation of Pyrolyzed Biochar from Multiple Wastes by Shem M. Ndirangu, Yanyan Liu, Kai Xu, Shaoxian Song

“…Determination of toxicity levels is a first step in the risk management of toxic biochar. Various sorption methods of biochar utilized low-cost adsorbents, engineered surface functional groups, and nZVI modified biochars. …”
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Exploring nature-based art therapy: a scoping review by Elīna Gulbe, Aija Ozola, Beāte Vītola, Elīna Akmane, Jasmina Pacek, Kristīne Mārtinsone

“…Although nature-based therapy, involving both direct and indirect nature engagement, described promising benefits, specific challenges, including complexities in client assistance, constraints in nature access, psychosocial and cultural barriers, and risk management, were also highlighted.DiscussionThis scoping review provides a comprehensive framework for understanding nature-based art therapy and underscores the need for further theoretical and practical evidence-based development in this field.…”
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Optimization of Enterprise Costs Through Outsourcing in Accounting and Taxation in the Context of Anti-Crisis Management by Tetiana Kuzmin, Halyna Leshchuk, Uliana Savkiv, Liudmyla Sas

“…The main trends in the development of outsourcing in accounting and taxation in the context of crisis management have been analyzed, namely: the growth in demand for specialized services, the development of new technologies, increased focus on analytics and forecasting, the shift to cloud technologies, effective risk management, and the expansion of the range of services. …”
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Spatial Downscaling of Daily Temperature Minima Using Machine Learning Methods and Application to Frost Forecasting in Two Alpine Valleys by Sudheer Bhakare, Michael Matiu, Alice Crespi, Dino Zardi

“…Despite the decreased skills for extended forecast periods, results suggest that the CNN model’s effectiveness for spatial downscaling of minimum temperature and frost forecasting over complex terrain provides a valuable tool for frost risk management.…”
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Identifying and Ranking Technological Capabilities to Enhance Resilience of the Supply Chain by Seyyed Jalaladdin Hosseini Dehshiri, Mojtaba Aghaei

“…Companies that do not have sufficient maturity in technological capabilities cannot simultaneously implement several risk management methods. On the other hand, many technological capabilities are related and can interact with different abilities. …”
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Investigation of the relationship between number of tweets and USDTRY exchange rate with wavelet coherence and transfer entropy analysis by Cengiz Karatas, Sukriye Tuysuz, Kazim Berk Kucuklerli, Veysel Ulusoy

“…Abstract Predicting the currency exchange rate is crucial for financial agents, risk managers, and policymakers. Traditional approaches use publicly announced news on macroeconomic and financial variables as predictors of currency exchange. …”
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Ensemble Learning for Urban Flood Segmentation Through the Fusion of Multi-Spectral Satellite Data with Water Spectral Indices Using Row-Wise Cross Attention by Han Xu, Alan Woodley

“…In post-flood disaster analysis, accurate flood mapping in complex riverine urban areas is critical for effective flood risk management. Recent studies have explored the use of water-related spectral indices derived from satellite imagery combined with machine learning (ML) models to achieve this purpose. …”
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Blockchain oracles for decentralized agricultural insurance using trusted IoT data by Manoj T, Krishnamoorthi Makkithaya, Narendra V. G., Vijaya Murari T

“…Agricultural insurance is one of the formal and reliable risk management instruments to cope with agrarian risks. …”
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Drought Analysis Using Standardized Evapotranspiration and Aridity Index at Bilate Watershed: Sub-Basins of Ethiopian Rift Valley by Bereket Tesfaye Haile, Kassahun Ture Bekitie, Tadesse Terefe Zeleke, Desalegn Yayeh Ayal, Gudina Legese Feyisa, Fikiru Abiko Anose

“…Hence, the finding of this study could initiate a further inquiry on drought risk management, early warning responses, and local scale planning.…”
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Study on the Impact of Climate Warming on Mariculture in China by GAO Jia, YANG Huaiyu

“…Based on the above research results, this paper puts forward a series of targeted policy suggestions, including strengthening the construction of climate change research and early warning system, optimize the spatial layout of mariculture industry, strengthen disease prevention and control and health management measures, establish and improve the risk management mechanism, in order to cope with the impact of climate warming, promote the sustained, stable and development of mariculture in China provide important reference.…”
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Human Exposure Assessment in Air Pollution Systems by Junfeng (Jim) Zhang, Paul J. Lioy

“…Exposure data are crucial to risk management decisions for setting priorities, selecting cost-effective approaches to preventing or reducing risks, and evaluating risk mitigation efforts. …”
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TOPSIS prefabricated building construction evaluation based on interval-valued Pythagorean fuzzy numbers based on prospect theory by Lixin Chang, Norhaiza Nordin, Shiwei Zhao, Xinhua Gu, Ye Zhao

“…The study identifies critical risk factors and suggests specific risk management strategies to improve the risk mitigation capabilities of construction entities, offering a structured approach to enhancing the efficiency and safety of prefabricated construction projects.…”
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