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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Quantifying Mental Stress Using Cardiovascular Responses: A Scoping Review by Samira Ziyadidegan, Neda Sadeghi, Moein Razavi, Elaheh Baharlouei, Vahid Janfaza, Saber Kazeminasab, Homa Pesarakli, Amir Hossein Javid, Farzan Sasangohar

“…This review highlights the application of time series techniques, such as autoregressive integrated moving average (ARIMA), detrended fluctuation analysis, and autocorrelation plots, to study heart rate rhythm or patterns associated with mental stress. …”
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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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Cardiac and Electrodermal Responses to Threats: Modulation by Childhood Sexual Abuse History by Mariana Xavier, Arthur V. Machado, Eliane Volchan, Letícia Oliveira, Liana Catarina L. Portugal, Gabriela G.L. Souza, Fátima S. Erthal, Raquel M. Gonçalves, Camila M.F. Gama, Rita de Cássia S. Alves, Izabela Mocaiber, Mirtes G. Pereira

“…The participants viewed trauma-unrelated threatening or neutral pictures while their skin conductance response and heart rate data were collected. Results: Compared with the neutral pictures, when viewing trauma-unrelated threatening pictures, the non-CSA group presented bradycardia, which is a typical cardiac response upon exposure to negative images. …”
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Intergenerational support dynamics and the sandwich generation: analyzing the effect of family migration on health among the Chinese migrant workers by Houyi Zhang, Fengxian Qiu, Jing Liu

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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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Deep Learning for Risky Cardiovascular and Cerebrovascular Event Prediction in Hypertensive Patients by Francesco Goretti, Ali Salman, Alessandra Cartocci, Alessio Luschi, Leandro Pecchia, Massimo Milli, Ernesto Iadanza

“…Additionally, we explored transfer learning (TL) to enhance the model capabilities by adapting our AF classification model to address CE classification challenges, effectively transferring learned features and patterns, without extensive retraining. As a result, our models achieved accuracy rates of 77% for AF and 82% for CEs, with high sensitivity, highlighting the efficacy of synthetic data generation and transfer learning in improving classification performance across diverse medical datasets. …”
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Contribution of Roots and Shoots of Three Summer Cover Crops to Soil C and N Cycling Post-Termination by Dorna Saadat, Masoud Hashemi, Stephen Herbert, Artie Siller

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Influence of copper nanoparticles on the growth characteristics of tumors in white outbreed rats by P. S. Kachesova, I. A. Goroshinskaya, G. V. Zhukova, E. V. Shalashnaya, I. A. Kaplieva, V. B. Borodulin

“…The effects of nanodispersed copper differed in tumors with different histological structures and growth patterns. Experiments on a transplantable, slowly growing sarcoma 45 showed a decrease in the specific tumor growth rate after a single injection of nanoparticles (1.25 mg/kg), a decrease in tumor size could be observed after 4 injections (a total dose of 5 mg/kg). …”
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In vivo estimation of motor unit intrinsic properties in individuals with spinal cord injury by Zhihao Duan, Asta Kizyte, Emelie Butler Forslund, Elena M. Gutierrez-Farewik, Pawel Herman, Ruoli Wang

“…This finding suggested that the MUs in the TA have a slower recovery period before becoming excitable again, which may result in a lower firing rate of MUs in the TA muscle. No significant differences were observed in the soleus and gastrocnemius medialis muscles between the SCI and control groups for either the soma size or inert period parameters. …”
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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

“…Based on numerical simulations and preliminary experimental results, it can be confirmed that the Vivaldi antenna can be used in microwave tomography for detection of breast cancer in a better manner with higher accuracy, lower false positive rates and providing high gain of 8.51dBi.…”
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