The illusion of success: Test set disproportion causes inflated accuracy in remote sensing mapping research by Yuanjun Xiao, Zhen Zhao, Jingfeng Huang, Ran Huang, Wei Weng, Gerui Liang, Chang Zhou, Qi Shao, Qiyu Tian

“…A scale factor (λ) was constructed to measure the discrepancy in sample size ratios between test sets and actual conditions. …”
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Revalorization of Vinasse as a Farmland Improver Through Multi-Objective Genetic Algorithms: A Circular Economy Approach by Aarón Montiel-Rosales, Nayeli Montalvo-Romero, Gregorio Fernández-Lambert, Horacio Bautista-Santos, Yair Romero-Romero, Juan Manuel Carrión-Delgado

“…The value of vinasse is highlighted, not only as a waste to be treated, but as a regenerative input aligned with the Circular Economy.…”
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A robust method for evaluating the potentials of 15-minute cities: Implications for sustainable urban futures by Jianying Wang, Mei-Po Kwan, Gezhi Xiu, Fangxu Deng

“…It reveals that cities’ current 15minC development level doesn’t align with their inherent potential uniformly. Key determinants include how well current facility locations match population centers and the population density in remote areas. …”
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Exploring the influence of circular economy on big data analytics and supply chain resilience nexus: A structural equation modeling approach by Samia Islam, Sanjida Hassan, Sourav Hossain, Tazim Ahmed, Chitra Lekha Karmaker, A.B.M. Mainul Bari

“…A second-order hierarchical component model has been developed and tested using partial least squares structural equation modeling to achieve this. The first-order constructs and measurement items were sourced from an extensive literature review and insights from experts in the Bangladeshi readymade garments sector. …”
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Using local scientific knowledge for transboundary conservation: distribution modelling for the taruka in South America by Nicolás Fuentes-Allende, Cristina Mata, Javier Barrio, Paulo Corti, Gabriel Llerena, Velia Mendoza, Ángela Nuñez, Ramiro Ovejero, Luis F. Pacheco, Hernán Pastore, Josef Rechberger, Hector A. Regidor, Jhonson Vizcarra, Esteban Zúñiga, Benito A. González

“…Effective conservation management of threatened species with transboundary distributions is a challenge, requiring international coordination to ensure that country-specific actions align with regional imperatives. Many international conservation efforts overlook species needing attention and fail to incorporate the field expertise of local researchers in regional-level assessments. …”
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Quantitative analysis of pore evolution and its application in basin simulation:A case study of Chang 6 reservoir in Heshui area, Ordos Basin, NW China by Ting Shang, Meijuan Chu, Xiaolei Zhang, Bin Wang, Jihong Li, Huiruo Zhang, Zhongyi Zhang, Xin Liu

“…The simulated pore evolution aligns with actual geological observations, validating the reliability of the methodology. …”
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Map-Guided Coarse-to-Fine Lunar Rover Localization via Multiview Crater Matching by Chenming Ye, Zhizhong Kang, Xue Wan, Shuai Shao, Juntao Yang, Zhen Cao

“…The precise edges of the craters are extracted from the panoramic camera (PCAM) images and aligned with the crater rim in the map to refine the localization result, thereby enabling fine localization of the rover. …”
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From rings to regions: modeling and mapping climate-driven timber production zones for Cyclocarya paliurus by integrating niche models and growth traits by Zijie Zhang, Zijie Zhang, Zhengyang Ye, Xulan Shang, Xulan Shang, Wanxia Yang, Wanxia Yang, Tongli Wang, Shengzuo Fang, Shengzuo Fang

“…However, uncertainties related to its habitat stability and timber productivity under climate change pose challenges to effective conservation and afforestation planning aligned with national carbon neutrality goals.MethodsIn this study, we constructed species distribution models using Random Forest (RF) and Maximum Entropy (MaxEnt), based on verified field occurrence records and climatic data. …”
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Identification of GABBR2 as a diagnostic marker and its association with Aβ in Alzheimer's disease by Huijun Li, Yawei Fan, Chan Chen, Yuzhong Xu, Xiong Wang, Wei Liu

“…Finally, GABBR2 was validated to be downregulated in AD transgenic mice, aligning with bioinformatic findings. GABBR2 overexpression in N2a/APP cells increased ADAM10 while decreased of BACE1, leading to upregulation of sAPPα while downregulation of sAPPβ. …”
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Spatiotemporal dynamics of soil organic carbon in desert region and its response to climate change: A case study of Heihe river by Yuqing Chen, Haiyang Xi, Wenju Cheng

“…Spatially, SOC density in the HRL is primarily distributed along river corridors, aligning closely with vegetation patterns. Additionally, SOC density shows a positive correlation with temperature and a negative correlation with precipitation. …”
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Use of implementation logic models in the Quadruple Aim QUERI: conceptualization and evolution by Russell E. Glasgow, Marina S. McCreight, Brianne Morgan, Heidi Sjoberg, Anne Hale, Lexus Ujano-De Motta, Lauren McKown, Rachael Kenney, Heather Gilmartin, Christine D. Jones, Joseph Frank, Borsika A. Rabin, Catherine Battaglia

“…Abstract Background Implementation strategies are essential to deliver evidence-based programs that align with local context, resources, priorities, and preferences. …”
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Leveraging machine learning and Landsat time series for high-resolution mapping of mining-induced vegetation changes in Ouagadougou, Burkina Faso by Oussama Himmy, Thanh Thi Nguyen, Katharina Salomea Hemmler, Safia Loulad, Hassan Rhinane, Andreas Buerkert

“…Quarries are open pit mines, where construction materials such as granite and clay are extracted from the earth's surface, leading to a major disturbance of vegetation and subsequent degradation of ecosystem services. …”
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Interobserver ground-truth variability limits performance of automated glioblastoma segmentation on [18F]FET PET by Selene De Sutter, Ine Dirks, Laurens Raes, Wietse Geens, Hendrik Everaert, Sophie Bourgeois, Johnny Duerinck, Jef Vandemeulebroucke

“…A fully automated pipeline was constructed by selecting the best performing threshold prediction approach and cascading this with the tumor segmentation model. …”
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Navigating the future of agri-food supply chain: A conceptual framework using bibliometric review by Abdul Kafi, Nizamuddin bin Zainuddin, Mohd Fitri Mansor, Mohamed Najib Bin Salleh, Adam bin Mohd Saifudin, Nurhaizal Azam Arif, Syairah Aimi Shahron, Ravi Ramasamy, Ibrahim Hassan mohamud

“…Co-occurrence analysis was conducted to identify seven core research themes, namely: agri-food supply chain system; agri-food supply chain management; agri-food supply chain industry; agri-food supply chain risk factors; agri-food supply chain information; agri-food supply chain advancement; agri-food supply chain risk management; This study makes a significant contribution by constructing a comprehensive conceptual framework that logically organizes these thematic factors, aligning future research with emerging trends. …”
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Performance and emission analysis of cotton seed biodiesel enhanced with nano-MgO as a sustainable fuel in a compression ignition engine by N. Murugu Nachippan, V. Balaji, Ganesan Subbiah, Ritesh Pratap Singh, Kamakshi Priya K, Aseel Smerat

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An Investigation of Pre-Seismic Ionospheric TEC and Acoustic–Gravity Wave Coupling Phenomena Using BDS GEO Measurements: A Case Study of the 2023 Jishishan Ms6.2 Earthquake by Xiao Gao, Lina Shu, Zongfang Ma, Penggang Tian, Lin Pan, Hailong Zhang, Shuai Yang

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Utilization of refuse-derived fuel in industrial applications: Insights from Uttar Pradesh, India by Utsav Sharma, Dayanand Sharma, Amit Kumar, Tushar Bansal, Ankit Agarwal, Shudhanshu Kumar, Abid Hussian, Hesam Kamyab, Moinul Haq

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Association between novel Immune-Inflammatory markers and hypertension patients with coronary heart disease: A Cross-Sectional study based on NHANES (2005–2016) by Ruiyuan Li, Aili Atawula, Haonan Li, Moran Li, Jiamin Tang, Jie Liu, Jieying Shi, Jingjing Hou, Feng Hai, Yifan Zhao, Lipeng Guo

“…They have the potential to guide personalized treatment, aligning with the goals of precision medicine.…”
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The Privatisation of a National Project by Gabriel Schwake

“…Accordingly, the state promoted, directed, and executed the construction of a series of rural and industrial settlements that corresponded with the national geopolitical agenda and the hegemonic socialisation policy. …”
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Behavioural activation for low mood and anxiety in male frontline NHS workers (BALM): a pre-post intervention study by Simon Gilbody, Dean McMillan, Carolyn Chew-Graham, Della Bailey, Steve Bell, David Ekers, Elizabeth Littlewood, Katie Webb, Paul Galdas, Katharine Bosanquet, Michael Mawhinney, Heidi Stevens

“…The BALM intervention offers promise as a tailored workplace mental health programme that is aligned with men’s needs and preferences and can help overcome a reticence to engage with mental health support in NHS staff and beyond.Trial registration number ISRCTN48636092.…”
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