Learning with semantic ambiguity for unbiased scene graph generation by Shanjin Zhong, Yang Cao, Qiaosen Chen, Jie Gong

“…Experimental results show that our method outperforms state-of-the-art approaches on multiple scene graph generation tasks, demonstrating significant improvements in both relation prediction accuracy and the handling of imbalanced data distributions.…”
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Industrial Structure, R&D Staff, and Green Total Factor Productivity of China: Evidence from the Low-Carbon Pilot Cities by Shengqian Guo, Xue Tang, Ting Meng, Jincan Chu, Han Tang

“…The effect of LCC on GTFP is significant in non-eastern cities, but not eastern ones, which clearly demonstrates the imbalanced development of the green economy. Therefore, the governments of eastern and non-eastern regions should adopt different measures based on local conditions in industrial structure transformation and recruitment and strengthen environmental regulations to make the effect of the low-carbon policy lasting and promote GTFP growth balance in all regions.…”
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Comparative Genomic Hybridization (CGH) in New World Monkeys (Primates) Reveals the Distribution of Repetitive Sequences in Cebinae and Callitrichinae by Vanessa Milioto, Vincenzo Arizza, Aiti Vizzini, Polina L. Perelman, Melody E. Roelke-Parker, Francesca Dumas

“…The CGH shows bright signals with balanced and imbalanced DNA involving different genome regions: such as predominantly repetitive DNA at centromeric positions, and interstitial distribution with extended blocks. …”
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UniAMP: enhancing AMP prediction using deep neural networks with inferred information of peptides by Zixin Chen, Chengming Ji, Wenwen Xu, Jianfeng Gao, Ji Huang, Huanliang Xu, Guoliang Qian, Junxian Huang

“…Evaluation results demonstrate superior performance of our proposed model on both balanced benchmark datasets and imbalanced test datasets compared with existing studies. …”
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Circulating Th1, Th2, Th17, Treg, and PD-1 Levels in Patients with Brucellosis by Rongjiong Zheng, Songsong Xie, Qiong Zhang, Ling Cao, Shaniya Niyazi, Xiaobo Lu, Lihua Sun, Yan Zhou, Yuexin Zhang, Kai Wang

“…The extent of different T cell subsets imbalanced and their function dysregulated in patients with brucellosis remain not explicit. …”
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An Axial-Oriented Dual-Layer Indexing Structure for Tunnel Point Clouds by Hongyang Zhang, Qigui Yang, Quan Liu, Yinlong Jin, Gang Ma, Xin Meng

“…., voxels, octrees) struggle with long strip-like uneven spatial distribution, resulting in imbalanced trees with numerous empty nodes, which are incompatible with axis-aligned operations. …”
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Neuroinflammation in Autism: Plausible Role of Maternal Inflammation, Dietary Omega 3, and Microbiota by Charlotte Madore, Quentin Leyrolle, Chloé Lacabanne, Anouk Benmamar-Badel, Corinne Joffre, Agnes Nadjar, Sophie Layé

“…Poor nutritional diversity, as well as nutrient deficiency, is strongly associated with neurodevelopmental disorders in children. For instance, imbalanced levels of essential fatty acids, and especially polyunsaturated fatty acids (PUFAs), are observed in patients with ASD and other neurodevelopmental disorders (e.g., attention deficit hyperactivity disorder (ADHD) and schizophrenia). …”
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Impact of a multiple oversampling technique-based assessment framework on shallow rockburst prediction models by Guozhu Rao, Guozhu Rao, Yunzhang Rao, Yunzhang Rao, Yangjun Xie, Qiang Huang, Jiazheng Wan, Jiyong Zhang

“…The occurrence of class-imbalanced datasets is a frequent observation in natural science research, emphasizing the paramount importance of effectively harnessing them to construct highly accurate models for rockburst prediction. …”
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An Effective Methodology for Diabetes Prediction in the Case of Class Imbalance by Borislava Toleva, Ivan Atanasov, Ivan Ivanov, Vincent Hooper

“…Our findings suggest that when having imbalanced data, shuffling the data randomly prior to a train/test split can help improve estimation metrics. …”
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Characteristics and formation mechanism of carbon emission efficiency spatial correlation network: Perspective from Shandong Province by Li Zhang, Hongrui Wang, Beinan Guo, Xuan Liu, Caiyun Deng, Ziyang Zhao, Xin Jiang, Yiyang Li

“…The results show that Shandong’s overall CEE has improved but remains spatially imbalanced, characterized by a persistent “higher in the east, lower in the west” pattern. …”
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A novel deep synthesis-based insider intrusion detection (DS-IID) model for malicious insiders and AI-generated threats by Hazem M. Kotb, Tarek Gaber, Salem AlJanah, Hossam M. Zawbaa, Mohammed Alkhathami

“…The DS-IID model addresses three key issues: it (i) detects malicious insiders using supervised learning, (ii) evaluates the effectiveness of generative algorithms in replicating real user profiles, and (iii) distinguishes between real and synthetic abnormal user profiles. To handle imbalanced data, the model uses on-the-fly weighted random sampling. …”
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Long-term mindfulness meditation increases occurrence of sensory and attention brain states by Daniel Yochai Panitz, Daniel Yochai Panitz, Daniel Yochai Panitz, Avi Mendelsohn, Avi Mendelsohn, Avi Mendelsohn, Joana Cabral, Joana Cabral, Joana Cabral, Aviva Berkovich-Ohana, Aviva Berkovich-Ohana

“…These results support the suggested lasting effect of long-term MM on the modulation of resting-state networks, reinforcing its therapeutic potential for disorders characterized by imbalanced network dynamics. Moreover, this study reinforces the utility of analytic approaches from dynamical systems theory to extend current knowledge regarding brain activity and evaluate its response to interventions.…”
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Implications of hormonal carcinogenesis for transgender and gender-diverse people undergoing gender-affirming hormone therapy: an up-to-date review by Matteo Lambertini, Filippo Pietrantonio, Dario Trapani, Francesco Perrone, Rossana Berardi, Saverio Cinieri, Chiara Cassani, Amelia Barcellini, Filippo Ghelardi, Alberto Giovanni Leone, Stefania Bonadonna, Marianna Sirico, Barbara Tagliaferri, Stefano Maccarone, Davide Dalu, Lorenzo Ruggieri, Simone Nardin, Nicla La Verde

“…This increased risk is primarily attributed to an imbalanced exposure to modifiable risk factors and a limited adherence to cancer screening programmes, stemming from historical social and economic marginalisation. …”
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Transfer learning for multi-material classification of transition metal dichalcogenides with atomic force microscopy by Isaiah A Moses, Wesley F Reinhart

“…However, the limited and imbalanced data of experimental materials that are typically available is a major challenge. …”
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Effect of tele-nutrition education on weight loss, energy intake, and fat adequacy among obese adults in Banyumas, Central Java, Indonesia by Jati Prasetyo Teguh, Nur Khoiriani Izzati, Aulia Wicaksari Sifa, Ratna Ramadhan Gumintang

“…Obesity can be caused by imbalanced energy intake and expenditure due to a lack of physical activity. …”
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Balanced operation strategies of district heating systems based on dynamic hydraulic-thermal modeling by Xiaojie Lin, Ning Zhang, Zheng Luo, Encheng Feng, Wei Zhong

“…The proposed method could contribute to the fine-tuning of heating substations and the reduction of energy waste due to the imbalanced heating supply, which is significant for the operation strategies of district heating systems.…”
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Electric Vehicles Charging Scheduling Strategy Based on Time Cost of Users and Spatial Load Balancing in Multiple Microgrids by Jiaqi Zhang, Yongxiang Xia, Zhongyi Cheng, Xi Chen

“…Uncontrolled charging behaviors of large-scale EV fleets will exacerbate loads imbalanced in a multi-microgrid (MMG). At the same time, the time cost of users will increase significantly. …”
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Characterization of Macrophage Phenotypes in Three Murine Models of House-Dust-Mite-Induced Asthma by Christina Draijer, Patricia Robbe, Carian E. Boorsma, Machteld N. Hylkema, Barbro N. Melgert

“…The balance between macrophage phenotypes changes as the severity of allergic airway inflammation increases. Influencing this imbalanced relationship could be a novel approach to treat asthma.…”
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Piperine regulates the circadian rhythms of hepatic clock gene expressions and gut microbiota in high-fat diet-induced obese rats by Weiyun Zhang, Chi-Tang Ho, Wenlian Wei, Jie Xiao, Muwen Lu

“…The gut microbial communities studied through 16S rRNA sequencing showed that PIP ameliorated the imbalanced microbiota and recovered the circadian rhythm of Lactobacillaceae, Desulfovibrionaceae, Paraprevotellaceae, and Lachnospiraceae. …”
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Solar Wind With Field Lines and Energetic Particles (SOFIE) Model: Application to Historical Solar Energetic Particle Events by Lulu Zhao, Igor Sokolov, Tamas Gombosi, David Lario, Kathryn Whitman, Zhenguang Huang, Gabor Toth, Ward Manchester, Bart van derHolst, Nishtha Sachdeva, Weihao Liu

“…In the background solar wind, coronal mass ejections (CMEs) are launched by placing an force‐imbalanced magnetic flux rope on top of the parent active region, using the Eruptive Event Generator using Gibson‐Low model. …”
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