Forecasting Road Accidents Using Deep Learning Approach: Policies to Improve Road Safety by Vijay Angadi, Shivaraj Halyal

“…Deep Learning's exceptional pattern recognition capabilities have made it a favored approach for accident forecasting. …”
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Assessment of Machine Learning Models for Predicting Aboveground Biomass in the Indian Subcontinent by S. Mamgain, B. Ghale, H. C. Karnatak, A. Roy

“…Understanding the distribution of aboveground biomass (AGB) is vital for evaluating carbon stocks & ecosystem dynamics, especially in regions with diverse landscapes like Indian subcontinent. …”
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Spatio-temporal analysis of urban expansion and land use dynamics using google earth engine and predictive models by Ang Zhang, Aqil Tariq, Abdul Quddoos, Iram Naz, Rana Waqar Aslam, Elgar Barboza, Sajid Ullah, M. Abdullah-Al-Wadud

“…The study presents an effective analytical method integrating cloud processing, GIS, and change simulation modeling to evaluate urban growth spatiotemporal patterns and LULC changes. …”
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Spatiotemporal evolution and multiscenario simulation of cultivated land ecosystem services in the Dongting Lake Plain by Binggeng Xie, Simi You, Kaichun Zhou

“…The high- and low-value areas of each ecosystem service vary, but the overall spatial pattern is relatively stable. (2) In 2000, 2010 and 2020, the proportions of trade-off relationships among the 21 ecosystem service pairs in the Dongting Lake Plain were 52.38%, 51.74% and 28.57%, respectively. …”
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Identifying the Optimal Scenario for Reducing Land-Use Conflicts in Regional Development by Weihua Liao, Xingwang Hu, Zhu Huang, Meixin Wei

“…In this study, the conflict risk is assessed based on the landscape pattern index, and the ecological benefit is assessed based on the ecosystem service value, and the ‘conflict risk–ecological benefit’ assessment method is constructed, focusing on the land-use conflicts in areas where the conflict risk increases and the ecological benefit decreases, and evaluating whether there is a best solution to alleviate these conflicts. …”
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A case study of the energy performance of A-J hostel block in IIM, Bangalore by Kirti Nikam, Akash KB

“…Using advanced computational analysis and simulation tools such as Autodesk 2024 Revit and Insight, the study evaluates current energy consumption patterns and proposes optimization strategies. …”
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Data Governance Navigation for Advanced Operations in Healthcare Excellence by Vahideh Zarea Gavgani, Aniseh Pourrasmi

“…In fact, data governance is based on a specific pattern of input and output. Data input includes data and metadata management, especially data definitions and standards, quantitative classification and data quality control. …”
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Spatial Distribution of Historical and Cultural Resources and Regional Revitalization Strategies in Chungcheong Province, South Korea by Byoungjin Kim, Donghwa Shon

“…This study quantitatively analyzed the spatial characteristics of 3425 historical and cultural resources across the Chungcheong region of South Korea and proposed strategies for regional revitalization. Each asset was evaluated on a five-point scale, and spatial patterns were examined using kernel density estimation (KDE), Moran’s I, and Local Indicators of Spatial Association (LISA). …”
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Assessment of Environmental Dynamics and Ecosystem Services of <i>Guadua amplexifolia</i> J. Presl in San Jorge River Basin, Colombia by Yiniva Camargo-Caicedo, Jorge Augusto Montoya Arango, Fredy Tovar-Bernal

“…This study (1) quantifies spatial and temporal land use/cover changes in the municipality of Montelíbano between 2002 and 2022 and (2) evaluates the ecosystem services that local communities derive from in 2002, 2012, and 2022, and they were classified in QGIS using <i>G. amplexifolia</i>. …”
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Evolution of “Production–Living–Ecological” Spaces Conflicts and Their Impacts on Ecosystem Service Values in the Farming–Pastoral Ecotone in Inner Mongolia During Rapid Urbanizati... by Ziqi Yu, Xi Meng, Gongjue Yu

“…This study constructed a spatial conflict index model based on the theory of landscape ecology, and evaluated the ecosystem service value (ESV) of the region and visualized the results of the analysis using the micro-scale of the grid. …”
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Unveiling two decades of forest transition in Anamur, Türkiye: a remote sensing and GIS-driven intensity analysis (2000–2020) by Hasan Aksoy, Sinan Kaptan, Pelin Keçecioğlu Dağli, Davut Atar

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Revisiting the modified Retail Food Environment Index (mRFEI): examining food access inequities over a decade in the United States by Weixuan Lyu, Xiang Chen, Congcong Miao, Qinyun Lin, Xukun Xiang, Gaofei Zhang, Ran Xu

“…While widely used to assess food access disparities, mRFEI has not been updated since 2011, leaving a gap in capturing shifts in the food landscape. In this paper, we recalculate the mRFEI using the 2018–2019 Infogroup dataset and develop a web Geographic Information System tool to visualize its spatial pattern. …”
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A hybrid ensemble framework with particle swarm optimization for network anomaly detection by Narinder Verma, Neerendra Kumar, Gourav Kumar, Kuljeet Singh

“…Our approach leverages the NSL-KDD and CICIDS datasets to ensure the IDS is trained and evaluated on data reflecting current network behaviours and threat landscapes. …”
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Remotely sensed data contribution in predicting the distribution of native Mediterranean species by Ahmed R. Mahmoud, Emad A. Farahat, Loutfy M. Hassan, Marwa Waseem A. Halmy

“…The findings emphasize the importance of integrating diverse data sources to improve the accuracy of SDMs, particularly in heterogeneous landscapes like the Mediterranean region. This integrated approach provides a more comprehensive understanding of species spreading patterns and is critical for effective management and conservation strategies.…”
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Population dynamics of an experimental plot of biodiversity and ecosystem functioning in the Pingshuo open-pit mine by Hong Ren

“…This study evaluates the decadal population dynamics of vegetation restoration in a 2.8 hm² biodiversity-ecosystem functioning plot within Pingshuo open-pit mine’s reclamation area, comparing 2013 and 2023 survey data. …”
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Mapping Ecosystem Functional Groups in the Republic of Korea Based on the IUCN Global Ecosystem Typology by Kyungil Lee, Haedam Baek, Chul-Hyun Choi, Sang-Hak Han, Seonyoung Park

“…Elevation and temperature were found to be the most influential predictors, effectively distinguishing ecological patterns across diverse landscapes. This integrated approach supports consistent tracking of ecosystem changes and helps address the limitations of static or infrequently updated spatial datasets. …”
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Environmental Drivers of Trace Element Variability in <i>Hypnum cupressiforme</i> Hedw.: A Cross-Regional Moss Biomonitoring Study in Georgia and the Republic of Moldova by Omari Chaligava, Inga Zinicovscaia, Liliana Cepoi

“…Statistical methods (Spearman correlations, PCA, Kruskal–Wallis tests) were applied to evaluate interactions between elemental concentrations and factors such as topography, climate, land cover, etc. …”
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Cardioepigenetics in action: aerobic exercise-induced modulation of miRNAs, lncRNAs, and chromatin remodeling in cardiovascular disease by Shoudu Yuan, Qi Ye, Ran Qin

“…Additionally, we discuss aerobic exercise-induced changes in DNA methylation and histone modification patterns that contribute to transcriptional reprogramming and long-term cardiovascular benefits. …”
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Research on the Protection of Battlefield Sites in the Taihang Mountain Area of Southern Hebei Province, China: A Case Study of She County by Feifei Zheng, Yuan Kuang, Yue Hu

“…The aim is to reveal the architectural characteristics and spatiotemporal distribution patterns of battlefield sites, evaluate its current status and constraints, and propose targeted protection strategies and restoration measures. …”
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Shaping towns through time: geology and urbanization in the historical context of Woldia, Ethiopia by Fentaw Baye

“…The study also contrasts growth patterns under various political regimes and evaluates the ecological consequences of settlement practices. …”
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