Enhanced multiscale human brain imaging by semi-supervised digital staining and serial sectioning optical coherence tomography by Shiyi Cheng, Shuaibin Chang, Yunzhe Li, Anna Novoseltseva, Sunni Lin, Yicun Wu, Jiahui Zhu, Ann C. McKee, Douglas L. Rosene, Hui Wang, Irving J. Bigio, David A. Boas, Lei Tian

“…Abstract A major challenge in neuroscience is visualizing the structure of the human brain at different scales. …”
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Changes in brain connectivity and neurovascular dynamics during dexmedetomidine-induced loss of consciousness by Panagiotis Fotiadis, Andrew R. McKinstry-Wu, Sarah M. Weinstein, Philip A. Cook, Mark Elliott, Matthew Cieslak, Jeffrey T. Duda, Theodore D. Satterthwaite, Russell T. Shinohara, Alexander Proekt, Max B. Kelz, John A. Detre, Dani S. Bassett

“…Hypnosis also heightened the amplitude of low-frequency fluctuations in the hemodynamic signal, especially in visual and somatomotor regions. …”
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Research on 3D modeling of underground roadways in coal mines by LIAN Boxiang, MI Langtao, LI Shangjie, GUO Jiyao

“…However, in underground environments with sparse geometric features, there exist problems such as insufficient point cloud registration accuracy and low efficiency. Taking the auxiliary haulage roadway in the southeastern section of the south wing of Ningtiaota Coal Mine under Shaanxi Coal and Chemical Industry Group as the engineering background, this study conducted high-precision modeling of underground roadways. …”
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Artificial Intelligence-Assisted Segmentation of a Falx Cerebri Calcification on Cone-Beam Computed Tomography: A Case Report by Julien Issa, Alexandre Chidiac, Paul Mozdziak, Bartosz Kempisty, Barbara Dorocka-Bobkowska, Katarzyna Mehr, Marta Dyszkiewicz-Konwińska

“…The falx cerebri, a dural fold that separates the cerebral hemispheres, presents challenges in visualization due to its low contrast in standard imaging techniques. …”
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Endometrial Polyps: Update Overview on Etiology, Diagnosis, Natural History and Treatment by Mariana De Cunha Vieira, Amerigo Vitagliano, Mariana Costa Rossette, Luiz Cavalcanti de Albuquerque Neto, Alessandra Gallo, Attilio Di Spiezio Sardo

“…Nevertheless, the current gold standard for EPs diagnosis is hysteroscopy, which allows a direct visualization of EPs size and morphology. Moreover, this technique enables safe EPs excision, with a low risk of incomplete tissue removal (about 1.9% and 4.3% in inpatient and outpatient settings, respectively), and variable recurrence rate based on individual risk factors (ranging between 2.5% and 43.6%). …”
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LLM-Driven Social Influence for Cooperative Behavior in Multi-Agent Systems by J. de Curto, I. de Zarza

“…In addition, the influence values exhibit a near-normal distribution (Shapiro-Wilk test, <inline-formula> <tex-math notation="LaTeX">$p = 0.285$ </tex-math></inline-formula>) and yield a large effect size (Cohen&#x2019;s <inline-formula> <tex-math notation="LaTeX">$d = 4.530$ </tex-math></inline-formula>) when comparing agents with high versus low network centrality. Through visualization techniques and statistical metrics, we demonstrate the effectiveness of the proposed framework and identify promising directions for future research in AI-driven social influence. …”
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The Effectiveness, Tolerability, and Safety of Different 1-Day Bowel Preparation Regimens for Pediatric Colonoscopy by Anna Szaflarska-Popławska, Dominika Tunowska, Ola Sobieska-Poszwa, Aneta Krogulska

“…All of the patients completed colonoscopies with visualization of the cecum. There was no difference among the groups for the mean BBPS score. …”
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Generative Artificial Intelligence-Enabled Facility Layout Design Paradigm by Fuwen Hu, Chun Wang, Xuefei Wu

“…The convolutional knowledge graph embedding (ConvE) method is employed for link prediction, converting entities and relationships into low-dimensional vectors to infer optimal spatial arrangements while addressing data sparsity through negative sampling. …”
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Weakly Supervised Semantic Segmentation of Remote Sensing Images Using Siamese Affinity Network by Zheng Chen, Yuheng Lian, Jing Bai, Jingsen Zhang, Zhu Xiao, Biao Hou

“…In recent years, weakly supervised semantic segmentation (WSSS) has garnered significant attention in remote sensing image analysis due to its low annotation cost. To address the issues of inaccurate and incomplete seed areas and unreliable pseudo masks in WSSS, we propose a novel WSSS method for remote sensing images based on the Siamese Affinity Network (SAN) and the Segment Anything Model (SAM). …”
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Advancement of 3D printing technology for the development of a training model in US‐guided vesicoamniotic shunting for early LUTO therapy by Florian Recker, Tobias Schremmer, Christoph Berg, Valentin Sebastian Schäfer, Brigitte Strizek, Jorge Jimenez‐Cruz

“…To address this gap, we present a low‐cost 3D‐printed ultrasound training model for VAS in LUTO fetuses. …”
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Real-time pest monitoring with RSCDet: Deploying a novel lightweight detection model on embedded systems by Weiyue Xu, Qiong Su, Tianyu Ji, Haonan Sun, Wei Chen, Changying Ji, Tianyi Wang

“…In real-world aphid monitoring tasks, the system demonstrated 84.5 % counting accuracy in high-density aphid infestations and operated with a low latency of only 0.25 s for remote result feedback. …”
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NTMS based tractography and segmental diffusion analysis in patients with brainstem gliomas: Risk stratification and clinical potential by Lion Weiß, Fabia Roth, Pierre Rea-Ludmann, Tizian Rosenstock, Thomas Picht, Peter Vajkoczy, Anna Zdunczyk

“…In all patients nTMS mapping and somatotopic tractography were performed successfully. Low FA values correlated with clinical symptoms revealing tract alteration by the tumor (p = 0.049). …”
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Comparison of Machine Learning and Deep Learning Models Performance in predicting wind energy by Saswati Rakshit, Anal Ranjan Sengupta

“…From the experiment, Random Forest, GBM, and KNN showed the best performance with low MSE values of 0.77, 1.95, and 1.51 respectively, while other models had MSEs above 7.5, with AdaBoost reaching 30. …”
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IFNet: An Interactive Frequency Convolutional Neural Network for Enhancing Motor Imagery Decoding From EEG by Jiaheng Wang, Lin Yao, Yueming Wang

“…Detailed analysis and visualization verify IFNet can capture the coupling across frequency bands along with the known MI signatures. …”
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Integrating Learning Analytics and Collaborative Learning for Improving Student&#x2019;s Academic Performance by Adnan Rafique, Muhammad Salman Khan, Muhammad Hasan Jamal, Mamoona Tasadduq, Furqan Rustam, Ernesto Lee, Patrick Bernard Washington, Imran Ashraf

“…To support such changes, a visualization system is also developed to track and monitor the performance of students, groups, and overall class to help teachers in the regrouping of students concerning their performance. …”
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Raster Image-Based House-Type Recognition and Three-Dimensional Reconstruction Technology by Jianbo Chang, Yunlei Lv, Jian Wang, Hao Pang, Yaqiu Liu

“…Three-dimensional models reconstructed from two-dimensional floor plans provide more intuitive visualization for building safety assessments and spatial suitability evaluations. …”
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Construction of knowledge graph for gas polyethylene pipelines based on ALBERT-BiGRU-CRF by Zhilong Yu, Juan Zhou, Qiang Wang, Haiting Zhou, Yun Song, Chenjia Zong

“…However, the current O&M process faces challenges, including weak information relevance and low decision-making efficiency. In contrast to the well-established O&M knowledge system for metal pipelines, failure modes in polyethylene pipelines—such as material ageing and third-party damage—lack systematic knowledge modelling. …”
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Fluorescent EGTA-derived carbon dots for turn on–off–on detection of Fe3+ and ascorbic acid via hydrothermal synthesis and cellular imaging by Kanwal Iqbal, Anam Iqbal, Wenwu Qin, Muhammad Imran, Zeeshan Ajmal, Imran Khan, Guolong Xing

“…The resulting CDs exhibit dual-mode fluorescence sensing, selectively detecting Fe3+ through a fluorescence quenching mechanism, with an ultra-low detection limit of 23 nM. Notably, the quenched fluorescence is fully restored upon the introduction of ascorbic acid (AA), enabling a highly sensitive “off–on” detection system with a detection limit of 21 nM. …”
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Beyond X-Rays: Unveiling the Future of Dental Diagnosis with Dental Magnetic Resonance Imaging by Anusha Vaddi, Pranav Parasher, Sonam Khurana

“…While high-field MRI (3 T–7 T) improves resolution and increases susceptibility artifacts, low-field systems with specialized coils and short sequences offer promising alternatives. …”
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Study on simulation methods for flow experiments in fracture-cavity reservoirs by HUI Jian

“…However, current physical models for fracture-cavity systems struggle to meet both high-pressure resistance and visualization requirements, thus limiting the investigation of fluid flow mechanisms under reservoir conditions. …”
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