A hybrid ensemble framework with particle swarm optimization for network anomaly detection by Narinder Verma, Neerendra Kumar, Gourav Kumar, Kuljeet Singh

“…Empirical evaluations demonstrate that the ensemble model achieves superior detection accuracy and reduced false positive rates, thereby advancing the efficacy of intrusion detection methodologies.…”
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EU Wine Exporters Competing in Changing International Markets by Roberto Henke, Anna Carbone

“…It combines the use of traditional trade indicators—such as export quotas, penetration rates, and the average unit value of exports (AUV) with an innovative indicator, called C-Consy, aimed at measuring the sophistication levels of the destination markets. …”
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Leaf Litter Decomposition and Nutrient Dynamics Associated with Common Horticultural Cropland Agroforest Tree Species of Bangladesh by Md. Hasanuzzaman, Mahmood Hossain

“…However, a significant (P<0.05) higher amount of mass loss, rate of decomposition, decay constant, and amount of nutrient return from leaf litter were observed during the wet season.…”
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Neurotoxoplasmosis and aids cerebrospinal, fluid analysis in 96 patients: estudo do líquido cefalorraqueano em 96 pacientes by L. R. Machado, J. A. Livramento, A. Spina -França

“…It is possible to conclude that patients with toxoplasmosis associated to AIDS exhibit CSF inflammatory pattern similar to patients with neurotoxoplasmosis without AIDS, except in respect to gamma globulin rates for which a cumulative effect can be detected.…”
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Clear cell endometrial carcinoma: analysis of the results of a 20-year follow-up by K. P. Laktionov, G. M. Abdullayeva, O. A. Anurova, S. M. Gadzhiyeva

“…The paper presents data on the clinical and morphological characteristics, clinical presentation, and treatment of clear cell carcinoma, as well as survival rates in patients with this condition. It shows an association of the expression of the intercellular adhesion molecules E-cadhedrin, α- and β-catenins, the molecule of Her-2/neu with the clinical and morphological pattern of the disease, which has been determined by an immunohisto- chemical assay.…”
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Characterizing timber harvest occurrence and intensity to inform forest carbon management across the eastern United States by Matthew B. Russell, Catherine J. Chamberlain, Lynn Riley, Natalia A. Mushegian, John S. Gunn, Ethan P. Belair, Sebastian U. Busby

“…Timber harvesting plays an important role in determining how forest management practices influence carbon storage and sequestration patterns. We analyzed recent harvesting patterns across the eastern United States to quantify harvest area, intensity, and type of silviculture across timberlands. …”
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Comparative analysis of data transformation methods for detecting non-technical losses in electricity grids by Maria Gabriel Chuwa, Daniel Ngondya, Rukia Mwifunyi

“…The high accuracy and low false positive rates enable utilities to recover unbilled revenue and reduce inspection costs, amplifying savings compared to raw data or traditional approaches. …”
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Importance of hospital-specific antibiotic policy for ensuring maternal quality of care in India: A narrative review by Arijit Banerjee, Jhuma Biswas

“…Implementing hospital-specific antibiotic policies effectively reduces infection rates and improves maternal-neonatal outcomes through standardized regimens prioritizing narrow-spectrum antibiotics and utilizing local antibiograms. …”
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Proactive Data Placement in Heterogeneous Storage Systems via Predictive Multi-Objective Reinforcement Learning by Suchuan Xing, Yihan Wang

“…The system incorporates a sophisticated reward mechanism that balances performance gains against migration overhead, while employing prioritized experience replay and adaptive learning rates to handle non-stationary workload characteristics. …”
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Residential solar adoption—main determinants and the future of small-scale photovoltaics by Severin Reissl, Luis Sarmiento, Johannes Emmerling

“…We present a data-driven microsimulation model analyzing residential photovoltaic adoption in Germany to address uncertainties in future adoption rates. We develop and calibrate a technology adoption model incorporating economic, financial, and behavioral factors to replicate historical adoption patterns from 2007 to 2020 and project future scenarios. …”
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Experimental study on instability and failure mechanism of sandstone under freeze-thaw and load. by Wenyu Lv, Ru You, Chuangye Wang, Zhihe Wang, Yongping Wu, Panshi Xie, Chao Lyu, Sheng Luo, Yichen Li

“…Notably, the attenuation constant λ follows a monotonically decreasing pattern with increasing loading rate. Failure mode analysis reveals that sandstone predominantly exhibits tensile-shear composite failure characteristics at complete failure, with tensile cracks dominating in quantity. …”
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Genomic surveillance indicates high site-specific heterogeneity of West Nile virus in mosquitoes in rural regions of Germany across seasons by Corinna Patzina-Mehling, Anne Kopp, Leif Rauhöft, Tatiana Șuleșco, Terry C. Jones, Christian Drosten, Felix Gregor Sauer, Renke Lühken, Sandra Junglen

“…We found statistical support for virus dispersal between two sites that are located along a direct local road connection.Understanding WNV ecology at small spatial scales is crucial to identify patterns of virus maintenance, dispersal and areas with higher WNV abundance rates, and to implement tailored prevention strategies to improve public health.…”
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The study for asthma in older adults: a combined analysis of the effects of occupational asthmagens, high body-mass index and smoking by Jia-Qi Wang, Jia-Qi Wang, Yuan-Yu Liang, Yuan-Yu Liang, Zhong-Xue Zhao, Zhong-Xue Zhao, Wei Xie, Wan-Ning Sun, Wan-Ning Sun, Ji-Yu Zou, Ji-Yu Zou, Xiao-Dong Lv, Xiao-Dong Lv, Youfu He, Li-Jian Pang, Li-Jian Pang

“…Key metrics included age-standardized mortality rates (ASMR), age-standardized DALY rates (ASDR), and estimated annual percentage change (EAPC). …”
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Elder abuse without borders: a systematic review and meta-analysis by Tegene Atamenta Kitaw, Amsalu Baylie, Bruktawite Afework Tekle, Befkad Derese Tilahun, Addisu Getie, Biruk Beletew Abate, Sefineh Fenta Feleke, Alemu Birara Zemariam, Molla Azmeraw, Gizachew Yilak, Seada Seid, Ribka Nigatu Haile

“…Institutional settings and upper-middle-income countries report significantly higher abuse rates, highlighting the need for targeted interventions. …”
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Dynamic Femur Fracture Brace vs Hip Spica Cast for Pediatric Femoral Shaft Fractures: A Retrospective Comparative Cohort Study by Virginia F. Casey, MD, Calvin C. Chandler, MD, George D. Graham, MD, Steven L. Frick, MD

“…Secondary outcomes encompassed hospital admission rates, length of stay, and complications. Results: Demographics were similar between groups (mean age 2.2 years, 80.0% male). …”
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Biomechanical and clinical comparison of different prosthetic in reconstruction following total en bloc spondylectomy in the thoracolumbar spine: based on finite element analysis a... by Zhangui Gu, Zhangui Gu, Long Ma, Long Ma, Qiang Liu, Qiang Liu, Kun Wang, Zongqiang Yang, Zongqiang Yang, Ningkui Niu, Jiandang Shi

“…Additionally, the AVB effectively reduced implant subsidence rates, maintained intervertebral height, corrected kyphotic deformities, and exhibited enhanced biomechanical stability and clinical efficacy.…”
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ANALYSIS OF THE EFFICIENCY OF CRYOGENIC TREATMENT FOR TONGUE CANCER by T. D. Tabolinovskaya, I. N. Pustynsky

“…The cryogenic treatment results that have no analogues in Russian and foreign practice were analyzed in 121 patients with tongue cancer. The data on survival rates were used to objectively evaluate the efficiency of tongue cancer cryodestruction in accordance with the extent and pattern of a tumor process. …”
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TREATMENT OF IgG4-RELATED DISEASE by E. V. Sokol, V. I. Vasilyev

“…Its first-line therapy is glucocorticoids at a starting dose of 0.6 mg/kg/day (equivalent to prednisolone); however, this treatment entails a great number of adverse events and high recurrence rates. The paper provides a review of today's literature on the treatment of IgG4-RD; particular emphasis is laid on the description of therapy with glucocorticoids and rituximab.…”
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Outpatient antibiotic stewardship during the COVID-19 era: analysis of prescribing trends and guideline compliance by Minji Sohn, Benjamin Pontefract, Kushal Dahal, Michael Klepser

“…Methods: The primary outcomes were the rate of antibiotic prescribing per 1 000 prescription-related outpatient visits and identifying frequently prescribed antibiotics in adults and children. …”
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Adherence to guidelines for antibiotics used in the initial treatment of febrile neutropenia in patients with cancer: a study using health insurance claims database in Japan by Kanako Mizuno, Ryo Inose, Ryota Goto, Yuichi Muraki

“…Conclusion The study revealed an FN guideline adherence rate of 78.8% in Japan, along with changes in antibiotic prescribing patterns, including a trend toward carbapenem-sparing strategies between 2014 and 2022. …”
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