Ensemble Learning-Based Metamodel for Enhanced Surface Roughness Prediction in Polymeric Machining by Elango Natarajan, Manickam Ramasamy, Sangeetha Elango, Karthikeyan Mohanraj, Chun Kit Ang, Ali Khalfallah

“…First, a classifier (Logistic Regression or XGBoost, selected based on performance) categorizes machining data into distinct regimes based on cutting Speed (Vc), feed rate (f), and depth of cut (ap) as inputs. This classification leverages output discretization to mitigate data imbalance and capture regime-specific patterns. …”
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Biogas Production Using Flexible Biodigester to Foster Sustainable Livelihood Improvement in Rural Households by Charles David, Venkata Krishna Kishore Kolli, Karpagaraj Anbalagan

“…The study focuses on optimizing critical parameters, including the input feed rate, gas production patterns, holding time, biodigester health, gas quality, and liquid manure yield. …”
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Predicted impact of mass drug administration on the development of protective immunity against Schistosoma haematobium. by Kate M Mitchell, Francisca Mutapi, Takafira Mduluza, Nicholas Midzi, Nicholas J Savill, Mark E J Woolhouse

“…This implies that disease burden may temporarily increase following discontinuation of treatment, even in the absence of any reduction in the overall transmission rate. If MDA was additionally assumed to reduce transmission, a larger overshoot was seen across a wide range of parameter combinations, including those with longer-lived protective immunity. …”
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Nodal Status Assessment in Breast Cancer: Strategies of Clinical Grounds and Quality of Life Implications by Paolo Orsaria, Dimitrios Varvaras, Gianluca Vanni, Giampiero Pagnani, Jacopo Scaggiante, Federico Frusone, Alessandra Vittoria Granai, Giuseppe Petrella, Oreste Claudio Buonomo

“…The exclusion of node involvement using noninvasive methods could reduce the rate of axillary surgery, thereby preventing from suffering complications. …”
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AnimalAI: An Open-Source Web Platform for Automated Animal Activity Index Calculation Using Interactive Deep Learning Segmentation by Mahtab Saeidifar, Guoming Li, Lakshmish Macheeri Ramaswamy, Chongxiao Chen, Ehsan Asali

“…The platform accurately tracked Cobb 500 male broilers from weeks 1 to 7 with a 100% success rate, IoU of 92.21% ± 0.012, precision of 93.87% ± 0.019, recall of 98.15% ± 0.011, and F1 score of 95.94% ± 0.006, based on 1157 chickens. …”
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Improved Distributed Backdoor Attacks in Federated Learning by Density-Adaptive Data Poisoning and Projection-Based Gradient Updating by Jian Wang, Hong Shen, Wei Ke, Xue Hua Liu

“…On COCO dataset, our method achieves 92.44% main task accuracy with 91.68% attack success rate, outperforming DBA by +8.04% MTA and +10.29% ASR. …”
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Association between triglyceride-glucose index and subclinical carotid atherosclerosis in systemic lupus erythematosus: a cohort-based study by Wenhui Xie, Minjie Li, Hong Huang, Yong Fan, Dai Gao, Jiaying Zhang, Zhuoli Zhang

“…Multivariable logistic regression models adjusted for age, sex, body mass index (BMI), comorbidities, low-density lipoprotein cholesterol (LDL-c), statin, and SLE-specific covariates were employed to assess relationships between the TyG index and carotid atherosclerosis/plaque presence.ResultsThe overall rate of carotid atherosclerosis was 10.5% (35/333), with significantly elevated TyG in affected versus unaffected patients (8.77 ± 0.45 vs. 8.45 ± 0.49; p < 0.001). …”
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Dispersion Characteristics of Accidental LPG Release in Marine Engine Room by Phan Anh Duong, Hokeun Kang

“…To evaluate these risks, a computational fluid dynamics (CFD) model was developed to simulate the dispersion behavior of LPG under various leak parameters (size, rate, and direction) and ventilation conditions in congested environments. …”
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Paediatric Measles in Romania: A Comparative Clinical and Epidemiological Analysis of the 2017–2019 and 2023–2024 Epidemic Waves at a Tertiary Care Centre in Bucharest by Gheorghiță Jugulete, Mădălina Maria Merișescu, Bianca Borcos, Alexandra Nicoleta Totoianu, Anca Oana Dragomirescu

“…A retrospective analysis evaluated mortality rates, distribution by age and sex, as well as clinical disease patterns. …”
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Assessing adherence to physical activity guidelines and correlates among older Korean adults with a focus on 10-minute bout duration using subjective and objective measures. by Junhui Park, Su Hyun Kim, Young Hoon Kim, Chang-Hyung Lee

“…<h4>Background</h4>Understanding physical activity (PA) patterns in older adults is crucial for effectively promoting adherence to PA guidelines. …”
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Unpacking Violence: Examining Socioeconomic, Psychological, and Genetic Drivers of Gun-Related Homicide and Potential Solutions by John Menezes, Kavita Batra

“…African Americans experienced homicide rates of 23.1 per 100,000, ten times the rate among Whites. …”
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Performance tracking in female youth soccer through wearables and subjective assessments by Stefan Kranzinger, Christina Kranzinger, Wolfgang Kremser, Burkhard Duemler

“…A robustness check confirmed these patterns also hold when analyzing the 99th percentile of performance outputs. …”
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Understanding More about Vaping among Asian Adolescents Aged 14-15 Years Old in New Zealand: The ASH Year 10 Snapshot Survey Analysis (2014-2022) by Ko Ko, Christopher Bullen, Joanna Ting Wai Chu, Sally Frances Wong

“…However, vaping prevalence among Asian adolescents was lower and had a slower rate of growth than Non-Asian adolescents. Among Asian major subgroupings, Indian adolescents showed the highest vaping prevalence (ever vaping = 21.1%, 95% CI 18.7 – 23.7 and current vaping = 6.2%, 95% CI 4.8 – 7.8) in 2022 and, in all ethnic groupings, vaping in girls overtook that of boys. …”
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Enhanced air quality prediction using adaptive residual Bi-LSTM with pyramid dilation and optimal weighted feature selection by R. Sudha, Ajith Damodaran, Gunaselvi Manohar

“…The accuracy and precision rate of the proposed model are 95.175% and 87.2%, which is better than traditional air quality prediction models. …”
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Cancelable finger vein authentication using multidimensional scaling based on deep learning by Mohamed Hammad, Mohammed ElAffendi, Ahmed A. Abd El-Latif

“…We evaluated our system on three publicly available datasets for finger veins using various performance metrics, including accuracy, precision, recall, and equal error rate (EER). The results demonstrated the effectiveness of our method, which achieved high accuracy, low error rates, and strong performance in diversity and irreversibility tests. …”
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Histological comparison between irradiated and non-irradiated breasts in breast reconstruction by Alberto Benedik, Ronan Caputi Silva Dias, Amanda Costa Campos, Carolina Oliveira Paranagua Castro, Marcela Caetano Cammarota, José Carlos Daher

“…Radiotherapy, an adjuvant strategy, provides favorable outcomes by reducing the rate of recurrence of the disease. This study aimed to compare histological differences between irradiated and non-irradiated breasts in the same patient. …”
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Coupling Coordination Development Between Cultivated Land and Agricultural Water Use Efficiency in Arid Regions: A Case Study of the Turpan–Hami Basin by Yue Kong, Abdugheni Abliz, Dongping Guo, Xianhe Liu, Jialin Li, Buasi Nurahmat

“…A coupling coordination degree model was constructed to evaluate their coordinated development level, with spatial autocorrelation and other methods used to examine spatiotemporal patterns. Key findings include: (1) The overall utilization efficiency of both resources was relatively low, with mean values of 0.516 and 0.596, showing a fluctuating upward trend and significant spatial heterogeneity; (2) The mean coupling coordination degree (CCD) ranked as follows: Barkol Kazakh Autonomous County (0.587) > Yiwu County (0.563) > Gaochang District (0.494) > Shanshan County (0.437) > Tuokexun County (0.417) > Yizhou District (0.342), with an annual growth rate of 4.6%; (3) Regional disparities were dominated by intra-regional differences (42.0%), followed by transvariation density (30.64%). …”
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Study on Energy Evolution Law of Rocks With Different Lithologies and Sizes by Yanchun Yin, Zitong Gao, Zhigang Zhao, Shudong He, Liyuan Liu, Guoying Li

“…ABSTRACT Investigating the actual patterns of energy accumulation and release in roof rock, particularly with varying stiffnesses in mining environments, is crucial. …”
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Design of a Methodology to Evaluate the Energy Flexibility of Residential Consumers to Enhance Household Demand Side Management: The Case of a Spanish Municipal Network by Caterina Lamanna, Andrés Ondó Oná-Ayécaba, Lina Montuori, Manuel Alcázar-Ortega, Javier Rodríguez-García

“…Climate change and global warming are causing growing environmental concerns, prompting many countries to increase investments in renewable energies. The high growth rate of renewables in the energy systems brings significant intermittency challenges. …”
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Dual-Dimensional Management for Human–Environment Coordination in Lake-Ring Urban Agglomerations: A Spatiotemporal Interaction Perspective of Human Footprint and Ecological Quality... by Suwen Xiong, Fan Yang

“…Finally, the four-quadrant static model and CCD change rate index formed a dual-dimensional management framework. …”
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