Network Intrusion Detection and Prevention System Using Hybrid Machine Learning with Supervised Ensemble Stacking Model by Godfrey A. Mills, Daniel K. Acquah, Robert A. Sowah

“…The results of the tests revealed a detection accuracy of 99.84% of the instances in the NLS-KDD dataset with a true positive rate of 99.8% and a false positive rate of 0.10% while a detection accuracy of 99.90% was achieved with the CIC-DDoS2019 dataset. Furthermore, the detection system was effective in distinguishing attack traffic from normal traffic in the NSL-KDD dataset and was able to adequately detect DOS, Probe, and R2L attacks with F1 scores of 100%, 99.6%, and 95.1%, respectively, which are significantly impressive. …”
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A proposal to measure the resilience of the Andalusian Commnunity Social Services by Elena Ferri-Fuentevilla, Ana Vallejo-Andrada, Aleix Morilla-Luchena, Rocío Muñoz Moreno

“…While acknowledging the study’s limitations, the proposed indicators lay the groundwork for attaining a comprehensive evaluation in the future, underscoring the imperative of addressing data availability in order to achieve a more nuanced assessment of social service resilience.…”
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A Deep-Learning Approach to a Volumetric Radio Environment Map Construction for UAV-Assisted Networks by Bethelhem S. Shawel, Dereje H. Woldegebreal, Sofie Pollin

“…Providing global coverage for ubiquitous users is a key requirement of the fifth generation (5G) and beyond wireless technologies. This can be achieved by integrating airborne networks, such as unmanned aerial vehicles (UAVs) and satellite networks, with terrestrial networks. …”
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Performance of deep learning models in predicting the nugent score to diagnose bacterial vaginosis by Naoki Watanabe, Tomohisa Watari, Kenji Akamatsu, Isao Miyatsuka, Yoshihito Otsuka

“…After optimization, the advanced model achieved 94% accuracy, outperforming the average 92% accuracy of the technicians. …”
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Analysis of the Multilevel Impact of Social Network Quality on Personality Dimensions in Purchasing by Maryam Akhavan Kharazian, Sona Shafieirad

“…This study aims to analyze and examine the multilevel impact of social network quality at the community level on the relationship between personality dimensions and impulsive and compulsive buying.   Methodology To achieve the research objective, a model based on individuals’ preferences according to the Myers-Briggs Type Indicator (MBTI) personality dimensions is proposed. …”
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Clinical Outcome and Quality of Life after Modular Reverse Total Shoulder Arthroplasty in Comparison with Joint‐Preserving Locking Plate Osteosynthesis in Aged Patients: A Retrospe... by Carina Jaekel, Lisa Oezel, Franziska Leibnitz, Lena Marie Wilms, Joachim Windolf, Sebastian Viktor Gehrmann, Armin Olaf Scholz

“…While nondisplaced fractures achieve good results by conservative treatment, surgical procedures are discussed controversially. …”
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Correlations of inflammatory processes caused by cerebral stroke with the outcome of the disease by A. Vaitkus, J. Valinčiūtė, S. Gylytė

“…Therefore, today it is necessary to carry out more detailed scientific research in order to gain a deeper understanding of this issue and to achieve a better cure for the disease. …”
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Development of the US Plans for Post-War Japan during World War II by A. A. Sidorov

“…As a result, it enabled the US to achieve what seemed impossible: to turn Japan from an ardent adversary of the United States in the Pacific into one of its most reliable allies, and it remains such today.…”
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Balancing act: optimizing blue light for melanogenesis while minimizing cellular damage in primary human skin cells by Augustin C. Barolet, Augustin C. Barolet, Augustin C. Barolet, Augustin C. Barolet, Brice Magne, Brice Magne, Brice Magne, Karel Ferland, Karel Ferland, Karel Ferland, Natallia E. Uzunbajakava, Daniel Barolet, Daniel Barolet, Lucie Germain, Lucie Germain, Lucie Germain

“…In contrast, moderate blue light intensities (5–15 mW/cm2, 10–20 J/cm2) preserved cellular metabolic activity while stimulating α-MSH production, with an optimal balance achieved at 10 mW/cm2, 15 J/cm2 (1.14 ± 0.046 fold increase relative to sham on day 7). …”
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The Effect of Additive ZRJ-S1 on Mechanical Properties of Portland Cement by Xin Zeng, Ping Zhou, Jichang Tong, Hao Wang, Lin Zhao, Weidong Meng, Ming Li

“…Then, using about 0.05% of ZRJ-S1 achieved the accelerating effect on hydration, the speed of the cement-based material, in which more C-S-H gel was formed. …”
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High-resolution canopy fuel maps based on GEDI: a foundation for wildfire modeling in Germany by Johannes Heisig, Milutin Milenković, Edzer Pebesma

“…Better accuracy was achieved for variables related to height (CH, CBH) rather than to cover or biomass (CBD, CFL). …”
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Unveiling User Sentiment: Aspect-Based Analysis and Topic Modeling of Ride-Hailing and Google Play App Reviews by Viktor Handrianus Pranatawijaya, Nova Noor Kamala Sari, Resha Ananda Rahman, Efrans Christian, Septian Geges

“…Results: The results showed that BERT model achieved the highest accuracy of 97% in sentiment analysis across all datasets. …”
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Study of the Refractive Index Sensing based on MDM Waveguide Coupled with a Square-shaped Composite Resonant Cavity by XU Pucheng, GUAN Jianfei

“…【Objective】In order to achieve a highly sensitive refractive index sensor in a nanoscale spatial dimension, a square composite resonant cavity containing a stub resonator has been proposed as a resonant element adjacent to Metal-Dielectric-Metal (MDM) Surface Plasmon Polaritons (SPPs) waveguide in this paper.…”
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Spatial and seasonal distribution of selected nitrogen cycle genes in deep waters of the Baltic Proper by Michał Grabski, Michał Grabski, Ewa Kotlarska, Aneta Łuczkiewicz, Konrad Hryniewicz, Grzegorz Węgrzyn, Beata Szymczycha

“…Taxonomic analysis of bacterial and archaeal communities, based on paired-end raw reads, revealed that nitrification, DNR, and denitrification potential were primarily associated with the Nitrosopumilaceae and Thioglobaceae families within these phyla. …”
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Fast Near‐Infrared Organic Photodetectors with Enhanced Detectivity by Molecular Engineering of Acceptor Materials by Wentao Zhong, Xinyuan Wang, Wei Wang, Zhulu Song, Yirong Tang, Bulin Chen, Tingbin Yang, Yongye Liang

“…A new fused ring electron acceptor, ICS (2,2'‐((2Z,2'Z)‐(((4,4‐bis(2‐ethylhexyl)‐4H‐cyclopenta[2,1‐b:3,4‐b']dithiophene‐2,6‐diyl)bis(4‐((2‐ethylhexyl)thio)thiophene‐5,2‐diyl))bis(methaneylylidene))bis(5,6‐difluoro‐3‐oxo‐2,3‐dihydro‐1H‐indene‐2,1‐diylidene))dimalononitrile), is developed with alkylthio thiophene as the bridge, achieving a small bandgap of 1.35 eV while decreasing dark current densities under reverse bias. …”
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Assessing the impact on mode competitiveness of improvements of the Trans-Eurasian railway network by Seyed Mohseni, Edwin van Hassel, Thierry Vanelslander

“…Substantially less generalized chain cost reductions are achieved when shortening transit times, even when the latter goes up to half the initial transit time. …”
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Psychological Patient-reported Outcomes Cannot Predict a Second Anterior Cruciate Ligament Injury in Patients who Return to Sports after an Anterior Cruciate Ligament Reconstructio... by Ramana Piussi, Rebecca Simonson, Johan Högberg, Roland Thomeé, Kristian Samuelsson, Eric Hamrin Senorski

“…The cut-off values were not able to differentiate patients who suffered a second ACL injury up to 24 months after RTS and ACL reconstruction from patients who did not. Additionally, achieving symmetrical quadriceps strength did not improve the cut-off psychometric properties…”
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Vulnerability, Resilience and Adaptation of Lagos Coastal Communities to Flooding by Prince Emeka Ndimele, Akinloye Emmanuel Ojewole, Gabriel Olarinde Mekuleyi, Lateef Akorede Badmos, Christopher Monday Agosu, Emmanuel Sunday Olatunbosun, Oluseyi Olaide Lawal, Jamiu Adebayo Shittu, Olufemi Olabode Joseph, Kehinde Moyosola Ositimehin, Felix Chinsom Ndimele, Catherine Oluwalopeye Ojewole, Iman Olawunmi Abdulganiy, Odunayo Temitope Ayodele

“…Flooding is a key factors that has prevented Africa’s growing urban population from escaping poverty, and it also impedes the achievement of some SDGs. This is because many African cities lack the resources and infrastructures needed to withstand extreme weather conditions. …”
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Establishing a GRU-GCN coordination-based prediction model for miRNA-disease associations by Kai-Cheng Chuang, Ping-Sung Cheng, Yu-Hung Tsai, Meng-Hsiun Tsai

“…This GRU-GCN coordinated model achieved a robust area under the curve (AUC) score of 0.8 in all datasets, demonstrating the efficacy in predicting potential miRNA-disease relationships. …”
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The spatial association network and driving factors of land use carbon emission efficiency in China: An investigation in the National Major Strategic Regions by LIU Min, CHEN Yinrong, WANG Jue, CHEN Kun, CHEN Yi

“…[Objective] Exploring the spatial association network structure of land use carbon emission efficiency can provide scientific basis and practical reference for promoting the green and low-carbon transformation of the National Major Strategic Regions in China and achieving synergistic advancement of the dual-carbon targets. …”
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