GraphFedAI framework for DDoS attack detection in IoT systems using federated learning and graph based artificial intelligence by Mohd Anjum, Ashit Kumar Dutta, Ali Elrashidi, Sana Shahab, Asma Aldrees, Zaffar Ahmed Shaikh, Abeer Aljohani

“…This integration also ensures system scalability, as FL adapts training based on localized network topology.The system is evaluated using the CIC-IoT-2023 dataset, demonstrating its effectiveness in achieving high detection accuracy, low false positive rates, and strong resilience under dynamic IoT conditions.…”
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Statistical analysis of disability: Utilizing the modified kies power unit inverse Lindley model by Mohamed A. Abd Elgawad, Safar M. Alghamdi, Rana H. Khashab, Etaf Alshawarbeh, Ehab M. Almetwally, Mohammed Elgarhy

“…The MKPUILD is very flexible model because it’s probability density function and hazard rate function have different shapes as unimodal, right-skewed, left-skewed, bathtub, increasing, N-shaped. …”
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Sub-activity analysis by using wristband-type wearable health devices to measure construction workers’ physical demands by Jiayao Wang, JoonOh Seo, Yue Gong, Ming-Fung Fransic Siu, Sungjoo Hwang, Masood Khan

“…This study addresses this critical gap by using lightweight wearable wristbands equipped with heart rate (HR) biosensors to monitor workers’ activities without disrupting their tasks. …”
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Survival Outcomes in Patients after Radical Surgery for Non-Small Lung Cancer: an 8-year Study at N. N. Blokhin Cancer Research Center by Т. А. Bogush, Е. А. Rukavishnikova, А. А. Basharina, Е. А. Bogush, V. Yu. Kirsanov, S. D. Kolomiytsev, А. В. Ravcheeva, N. О. Vikhlyantseva, V. S. Kosorukov

“…Survival rates of the patients after radical surgery for NSCLC also coincided with results of the previous studies. …”
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Case report: Biphasic autonomic response in decompression sickness: HRV and sinoatrial findings by Gerald Schmitz

“…BackgroundDecompression sickness (DCS) may involve neurological and cardiovascular systems, but cardiac autonomic dysfunction is rarely documented. Heart rate variability (HRV) can provide insight into autonomic modulation in such cases, particularly when incorporating advanced nonlinear and dynamic techniques.CaseWe present a 35-year-old recreational diver who developed neurological DCS and persistent bradycardia following multiple consecutive dives. …”
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Effects of Dam Gate Geometry on Pressure Variation Aided by Map Presentation by Sheeraz M. Ameen, Thamir M. Ahmed

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Comparison of Fiscal Policy Cyclicality Models in Foreign Countries by M. O. Kakaulina, S. E. Demidova

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Formation of productivity of binary and single-species cenosis in the conditions of the Western Forest-Steppe by N. М. RUDАVSКА, H. S. КОNYК, А. М. SHUVАR, L. L. BЕHЕN, О. F. ТYМCHYSHYN, H. М. DОRОТА

“…Mineral fertilizer N32P32K32 ensured the formation of a greater number of beans, the mass and number of grains in the ear, and plant productivity, but had a negative effect on the process of root nodule formation: in mixtures with vetch, their mass decreased by 0.82–0.84 g/plant (to 0.52–0.66 g), in mixtures with lupine – by 0.07–0.17 g/plant (to 2.29–2.36 g). The same pattern was observed in single-species crops. Reduction of the seeding rate of the grain component by 1 million germinated seeds/ha in mixtures with legumes contributed to the increase in the number of grains in the ear (panicle) and seeds in the bean pod. …”
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Similar Metabolic Costs for Mangrove Tree Crabs (Aratus pisonii) in Historic and Range‐Shifted Habitats by Blaine D. Griffen, Zachary J. Cannizzo, Laura S. Fletcher, Shelby N. Gold, Bailey N. Marlow, Hannah C. Richardson, Rocky L. Seeley, Amanda C. Dominguez Villalobos

“…We found that the metabolic patterns were similar in the three habitats, with metabolic rate increasing with body size and with temperature, being higher for females than for males and increasing during reproduction. …”
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Population dynamics of an experimental plot of biodiversity and ecosystem functioning in the Pingshuo open-pit mine by Hong Ren

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Frequency of fetal blood sampling, delivery mode and neonatal outcome after revised CTG‐classification and updated lactate meter in Sweden: An observational study by Klara Gröndal, Erika Gyllencreutz, Stina Wretler, Kari Johansson, Malin Holzmann

“…We hypothesized that with the revised CTG classification, which accepts more fetal heart rate patterns as normal than the previous, the frequency of FBS would be lower, the proportion of acidemia at FBS and adverse neonatal outcomes would be higher among sampled fetuses, but not among the entire laboring population, and the higher lactate readings might increase the proportion of cesarean delivery in general anesthesia and cesarean delivery above vacuum extraction. …”
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Mechanisms of improved nitrogen utilization and root architecture in cotton under reduced fertilization: a comparative study of individual and group planting systems by Sijia Wang, Sijia Wang, Jinghua Zhao, Jinghua Zhao, Chunxia Wang, Tingrui Yang, Tingrui Yang

“…Total nitrogen content across cotton organs followed the order: leaves > stems > roots, showing positive correlation with nitrogen application rate. The irrigation quota (48.0%–51.3%) was found to contribute more to plant nitrogen content than nitrogen application (22.7%–48.7%). …”
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Biopharmaceutical Trials of a Dosage Form, which Contain Methionine and Turmeric Extract (<i>Curcuma longa</i> L.) by O. A. Gizinger, A. A. Khisamova

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Physics-based simulation of seismicity based on fault kinematic models: a case study of the Northern Shanxi Rift, North China by Shangwu Song, Yuhang Li, Ming Hao, Peng Han, Ke Jia, Qingliang Wang

“…In contrast, the North Hengshan fault exhibits the lowest CoV value, indicating relatively stable seismicity and a quasi-periodic pattern. Correlation analysis between fault slip rates and recurrence interval variability reveals that faults with lower slip rates tend to exhibit stronger clustering behavior, while faults with higher slip rates tend to exhibit a more pronounced quasi-periodic pattern. …”
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Rock blasting evaluation - image recognition method based on deep learning by Haibao YI, Aixiang Wu, Xiliang Zhang

“…Abstract The image analysis of rock blasting fragmentation and half-hole rates serves as a pivotal basis for evaluating the quality of geotechnical blasting and pre-splitting blasting. …”
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Breast Diagnostic Tumor Using Compact Butterfly-Shaped Antenna Signals for Medical Sensor Applications by Hiwa Taha Sediq, Mohammad Fathi, Keyhan Hosseini, Bahman Mohammadi

“…To distinguish malignant and healthy tissues using the dielectric contrast principle, microwave imaging systems are combined with the directional radiation pattern and high-frequency range of the Vivaldi antenna. …”
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Mitigating retail rice price volatility for sustainable supply chains: an optimization and regression-based approach [version 2; peer review: 2 approved] by Arif Shafwan Rasyid, Lucia Diawati

“…The explanatory variable is forecasted using methods best suited to its historical pattern. Results The model was tested using data from 2020 to 2023. …”
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A spatiotemporal analysis of opioid prescriptions in Indiana from 2015 to 2019 by Paula A. Jaimes-Buitron, Nicole Adams, Nan Kong, Carolina Vivas-Valencia

“…These findings enhance the understanding of opioid prescription dynamics and identify patterns in opioid prescribing rates in terms of the proportion of patients receiving opioid prescriptions among urban vs. rural communities in Indiana.…”
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Mortality trends related to cardiogenic shock in heart failure patients aged 25 and older across the United States: A study utilizing the CDC WONDER database from 1999 to 2023 by Abdullah Naveed Muhammad, Sivaram Neppala, Himaja Dutt Chigurupati, Muhammad Omer Rehan, Hamza Naveed, Rabia Iqbal, Bazil Azeem, Ahila Ali, Mushood Ahmed, Prakash Upreti, Mobeen Zaka Haider, Yasar Sattar, Jamal S. Rana, Gregg C. Fonarow

“…Background: Cardiogenic shock (CS) remains crucial in mortality rates for heart failure (HF) patients. However, contemporary data on long-term mortality trends related to CS are limited. …”
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The Effect of Injectable Medication Procedure on the Level of Pain among Early Childhood patients by Farida A. K. Tahir, Pary M. Azize, Aram N. Abdul Razzaq

“…This descriptive cross -sectional study was designed to assess the physiological and behavioral characteristic of pain using CRIES pain rating scale for both medical and surgical conditions, which contains (cry, spo2, heart rate, facial expression and sleep pattern). …”
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