Research on GNNs with stable learning by Wenbin Li, Wenxuan Wei, Peiyang Wang, Li Pan, Bo Yang, Yanling Xu

“…Abstract Traditional Graph Neural Network (GNN) learning patterns can only achieve optimal performance under the assumption of independent and identically distributed data. …”
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Improving Cerebrovascular Imaging with Deep Learning: Semantic Segmentation for Time-of-Flight Magnetic Resonance Angiography Maximum Intensity Projection Image Enhancement by Tomonari Yamada, Takaaki Yoshimura, Shota Ichikawa, Hiroyuki Sugimori

“…This study proposes a deep learning-based semantic segmentation approach to automate the removal of these structures, enhancing MIP image clarity while reducing manual workload. Using DeepLab v3+, a convolutional neural network model optimized for segmentation accuracy, the method achieved an average Dice Similarity Coefficient (DSC) of 0.9615 and an Intersection over Union (IoU) of 0.9261 across five-fold cross-validation. …”
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The investigation of properties of elastomer materials filled with modified carbon black and coupling agent. by Yu. V. Kornev, A. M. Bukanov, O. B. Yumashev, V. A. Zhogin, Yu. A. Gamlitsky

“…It allows to optimize hysteresis properties of elastomer composites, while modified carbon black leads to increasing in its hardness at impact load.…”
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High-Efficiency Drug Loading in Lipid Vesicles by MEMS-Driven Gigahertz Acoustic Streaming by Bingxuan Li, Haopu Wang, Zhen Wang, Huikai Xie, Yao Lu

“…Utilizing DSPE-PEG-modified bilayers with hydrodynamic shear forces, our method achieves transient membrane permeability that preserves membrane integrity while permitting controlled doxorubicin (DOX) influx. …”
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An Evaluation of the Power System Stability for a Hybrid Power Plant Using Wind Speed and Cloud Distribution Forecasts by Théodore Desiré Tchokomani Moukam, Akira Sugawara, Yuancheng Li, Yakubu Bello

“…Therefore, the proposed system supplies electricity optimally and stably while contributing to reductions in CO₂ emissions.…”
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Extraction of gold from agricultural drones' waste components through Thiourea leaching by Stefany Vier Steffen, Hugo Marcelo Veit

“…Agricultural drones are made of various materials including electronic waste components such as circuit boards, connectors, and pins, containing significant amounts of gold. While gold cyanidation is the primary method for gold extraction, there is a growing interest in more environmentally friendly alternatives. …”
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The temporal and spatial evolution law of seepage parameters in the filter based on the CFD-DEM coupled flow-solid approach by Song Jingyu, Dang Faning, Gao Jun, Zhu Wuwei, Yao Yi

“…Key findings include: (1) Surface clogging occurs when the particle size ratio Ra (filter-to-sediment diameter ratio) is less than 2.2, while particle penetration dominates when Ra exceeds 8.8. …”
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Distribution law of 3D anti-drilling characteristic parameters in Shunbei block by JIN Yonghong, LI Shuanggui, CHEN Shuai, CHEN Xiuping, LIU Jingtao, YU Yang, SHI Xiangchao

“…The results showed that the abrasiveness of shallow layers in the Permian is relatively low, while the abrasiveness of layers below the Permian significantly increases. …”
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Adherence to Atrial Fibrillation (AF) Better Care (ABC) pathway and adverse clinical outcomes in patients with atrial fibrillation by Mohammad Ammar Hakim Osman, Izzati Abdul Halim Zaki, Sahimi Mohamed, Muhammad Asyraf Harun, Raja Ezman Faridz Raja Shariff, Long Chiau Ming, Hanis Hanum Zulkifly

“…Only 90 (28 %) patients were managed according to the ABC pathway while 232 (72 %) patients were non-adherent to the ABC pathway. …”
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Resveratrol as adjuvant of non-surgical periodontitis treatment: a systematic review and meta-analysis by Nathália Dantas Duarte, Cleber Davi Del Rei Daltro Rosa, Victor Augusto Alves Bento, Gabriel Mulinari-Santos, Roberta Okamoto, Eduardo Piza Pellizzer

“…The total number of participants included in the control group (placebo) was 82, while in the intervention group (RV) was 160, with a mean age of 38 years. …”
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Well-Being in Psoriasis: Weighting its Components Using Best-worst Scaling Methodology by Esteban Daudén, Isabel Belinchón, Elena Colominas-González, Pablo Coto, Pablo de la Cueva, Fernando Gallardo, Jose Luis Poveda, Esther Ramírez, Sandra Ros, Ricardo Ruíz-Villaverde, Isabel Cabezas, Luis Lizán

“…Well-being was defined as a multi-dimensional concept that includes achieving emotional balance, having adequate overall health and control of the disease, enjoying positive social relationships, and being satisfied with disease care. However, while these components are recognized as integral to the concept, their relative contribution to achieving optimal well-being remains unclear. …”
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Enhancing surgical safety in lateral calcaneal plating: a cadaveric study on screw placement and fluoroscopic optimisation by Mahmut Kalem, Merve Dursun Savran, Mehmet Yilmaz, Ercan Şahin, Halil İbrahim Acar

“…Methods Thirty-three fresh-frozen cadaveric specimens were used. …”
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Considerations and Challenges of Resorbable Intramedullary Nailing in Pediatric Forearm Fractures by Gergő Józsa, Tamás Kassai, Marcell Varga, Ádám L. Dávid, Zoltán Tóth, Tibor Molnár, Eszter Antal, Anna Gabriella Lamberti, Hermann Nudelman, Aba Lőrincz

“…<b>Background</b>: Pediatric diaphyseal forearm fractures, often caused by sports or leisure activities, require treatment based on fracture stability. While stable fractures can be managed conservatively, unstable fractures typically require surgery, with elastic stable intramedullary (IM) nailing (ESIN) being the gold standard. …”
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Dual-Drug Delivery Systems Using Hydrogel–Nanoparticle Composites: Recent Advances and Key Applications by Moon Sup Yoon, Jae Min Lee, Min Jeong Jo, Su Jeong Kang, Myeong Kyun Yoo, So Yeon Park, Sunghyun Bong, Chan-Su Park, Chun-Woong Park, Jin-Seok Kim, Sang-Bae Han, Hye Jin Lee, Dae Hwan Shin

“…Ongoing research continues to optimize the design, efficacy, and safety of these systems, paving the way for their clinical translation.…”
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Artificial Intelligence‐Based Pathology to Assist Prediction of Neoadjuvant Therapy Responses for Breast Cancer by Juan Ji, Fanglei Duan, Qiong Liao, Hao Wang, Shiwei Liu, Yang Liu, Zongyao Huang

“…Despite existing challenges, particularly with complex multi‐omics models, AI holds great potential to assist clinical oncologists in optimizing future cancer treatment management.…”
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Feasibility and long-term survival of proximal gastrectomy after neoadjuvant therapy for locally advanced proximal gastric cancer: A propensity-score-matched analysis by Tingfei Gu, Yinkui Wang, Zhouqiao Wu, Ning He, Yingai Li, Fei Shan, Ziyu Li, Jiafu Ji, Sihan Zhou, Xiuyuan Hao

“…However, there is a lack of evidence regarding the optimal extent of resection for locally advanced proximal GC after neoadjuvant therapy. …”
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Antiarrhythmic drug use in atrial fibrillation among different European countries – as determined by a physician survey by Espen Fengsrud, Carina Blomström-Lundqvist, A. John Camm, Andreas Goette, Peter R. Kowey, Jose L. Merino, Jonathan P. Piccini, Sanjeev Saksena, James A. Reiffel, Giuseppe Boriani

“…These findings indicate the need for more educational support for optimal AAD selection in AF management.…”
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Colorado Pediatric Airway Score (COPUR) as a Predictor of Intubation Difficulty in Children Aged 1-8 Years by Christopher Kapuangan, Aries Perdana, Fulki Fadhila, Andi Ade Wijaya Ramlan, Raihanita Zahra, Komang Ayu Ferdiana, Rahendra Rahendra

“…A COPUR score >7 was used to predict difficult intubation, while intubation difficulty was defined by an Intubation Difficulty Score (IDS) >5. …”
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Assessing the effects of biostimulants on spinach through a Field-to-Lab approach for PET imaging by Emanuele Antonecchia, Giancarlo Pagnani, Afsaneh Nematpour, Daniele Passaretti, Nicola D'Ascenzo, Michele Pisante

“…To address the increasing demand for chemical-conscious food production, agricultural practices are shifting toward optimized provisioning strategies, ensuring food security while minimizing environmental impact. …”
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Impact of Environmental Noise and Sleep Health on Pediatric Hypertension Incidence: ABCD Study by Augusto César F. De Moraes, Martin Y. Ma, Marcus V. Nascimento‐Ferreira, Ethan H. Hunt, Deanna M. Hoelscher

“…Adolescents with healthier sleep had a lower risk of developing hypertension (relative risk, 0.63 [95% CI, 0.25–0.82]), while no significant effects were found for neighborhood noise alone or in combination with sleep health. …”
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