Bi-GRCN: A Spatio-Temporal Traffic Flow Prediction Model Based on Graph Neural Network by Wenhao Jiang, Yunpeng Xiao, Yanbing Liu, Qilie Liu, Zheng Li

“…Based on the idea of spatio-temporal data fusion, fully considering the correlation of traffic flow data in the time dimension and the dependence of spatial structure, this paper proposes a new spatio-temporal traffic flow prediction model based on Graph Neural Network (GNN), which is called Bidirectional-Graph Recurrent Convolutional Network (Bi-GRCN). …”
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Review on the Application of Remote Sensing Data and Machine Learning to the Estimation of Anthropogenic Heat Emissions by Lingyun Feng, Danyang Ma, Min Xie, Mengzhu Xi

“…Based on big data and machine learning techniques, the research on feature engineering and model fusion will bring about major changes in data analysis and modeling of anthropogenic heat. …”
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Surgical treatment in thoraco-lumbar region fractures. by Jorge Alberto Jerez Labrada, Dania Zúñiga Estrada, Yoan Manuel Quiñones González, Francisco José Lam González

“…The most useful surgical techniques were posterior decompression, instrumentation and fusion. Surgery improved the neurological damage in almost half of sick patients with this condition. …”
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The enigma of cancer polyploidy as deciphered by evolutionary cancer cell biology (ECCB) by Vladimir F. Niculescu, Eugenia R. Niculescu

“…Genomic integrity can be restored through homotypic cell and nuclear fusion, resulting in the formation of high-grade polyploids known as multinucleated genome repair syncytia, or by inductive hyperpolyploidization of more than 64n, as observed in single-celled polyploid giant cancer cells. …”
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Tuberculous Spondylitis following Intravesical Bacillus Calmette-Guerin for Bladder Cancer by Masashi Miyazaki, Toyomi Yoshiiwa, Toshinobu Ishihara, Masanori Kawano, Hiroshi Tsumura

“…Due to the progression of vertebral destruction, posterior spinal segmental fusion was performed. Mycobacterium bovis (M. bovis) was identified using multiplex polymerase chain reaction of surgical tissue specimens. …”
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Investigation on high-temperature creep behavior at 300 °C in laser-welded joints of a novel heat-resistant Al alloy of Al–12Ce-0.4Sc by Jie Ning, Chao Feng, Linjie Zhang

“…The dislocation density in the fusion zone of the joint subjected to post-heat treatment increased by only 6 × 1012 m−2 after 100 h of creep, which is significantly lower than that of the weld in its as-welded state.…”
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Single-channel Ultra-wideband Radar Human Pose-incremental Estimation Technology by Kemeng LI, Yongpeng DAI, Yongping SONG, Xiaolong ZHOU, Yongkun SONG, Tian JIN

“…The measured data results show that fusion attitude estimation achieves an estimation error of 5.38 cm in the original action set and can achieve continuous attitude estimation for the period of walking actions. …”
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Revolutionizing Education: Harnessing Graph Machine Learning for Enhanced Problem-Solving in Environmental Science and Pollution Technology by R. Krishna Kumari

“…Amidst the shifting tides of the educational landscape, this research article embarks on a transformative journey delving into the fusion of theoretical principles and pragmatic implementations within the realm of Graph Machine Learning (GML), particularly accentuated within the sphere of nature, environment, and pollution technology. …”
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Live imaging of paracrine signaling: Advances in visualization and tracking techniques by Eriko Deguchi, Michiyuki Matsuda, Kenta Terai

“…Paracrine factor secretion can be directly visualized by fluorescent protein tagging to ligand, or indirectly by visualizing the cleavage of the transmembrane pro-ligands or plasma membrane fusion of endosomes comprising the paracrine factors. …”
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Strabismus A-V Pattern by Sri Handayani Mega Putri

“…Surgical treatment was indicated for clinically significant A-V pattern, or if there were significantly chin up and chin down of head posture to obtain fusion. There were several surgical procedure include oblique muscles weakening, horizontal rectus or vertical rectus muscles transpotition.…”
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Unilateral Pedicle Stress Fracture in a Long-Term Hemodialysis Patient with Isthmic Spondylolisthesis by Keishi Maruo, Toshiya Tachibana, Shinichi Inoue, Fumihiro Arizumi, Shinichi Yoshiya

“…The patient underwent Gill laminectomy of L5 with pedicle screw fixation at L4-S1 and interbody fusion at L5-S1. The patient’s leg pain ceased immediately, and he began walking without leg pain. …”
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Cervical Spondylotic Myelopathy Secondary to Dropped Head Syndrome: Report of a Case and Review of the Literature by Abolfazl Rahimizadeh, Housain F. Soufiani, Saghayegh Rahimizadeh

“…Chin to chest deformity and cervical myelopathy were managed through three-level anterior cervical discectomy and fusion (ACDF) combined with decompressive cervical laminectomy and stabilization with C2 to C7 pedicle screw-rod construct. …”
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Individual Contribution-Based Spatial-Temporal Attention on Skeleton Sequences for Human Interaction Recognition by Xing Liu, Bo Gao

“…Additionally, we use a two-stream architecture with joint coordinates and joint motion data as inputs for each stream. A weighted fusion strategy is utilized to obtain the final classification score. …”
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Integrating artificial intelligence with mechanistic epidemiological modeling: a scoping review of opportunities and challenges by Yang Ye, Abhishek Pandey, Carolyn Bawden, Dewan Md. Sumsuzzman, Rimpi Rajput, Affan Shoukat, Burton H. Singer, Seyed M. Moghadas, Alison P. Galvani

“…Abstract Integrating prior epidemiological knowledge embedded within mechanistic models with the data-mining capabilities of artificial intelligence (AI) offers transformative potential for epidemiological modeling. While the fusion of AI and traditional mechanistic approaches is rapidly advancing, efforts remain fragmented. …”
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An EfficientNetv2-based method for coal conveyor belt foreign object detection by Tao Hu, Deyu Zhuang, Jinbo Qiu

“…Since MBConv and Fused-MBConv structures in EfficientNetv2 employ information compression and fusion strategies, which may lead to the loss of important information and affect the integrity of feature extraction, a hard shuffle attention (Hard-SA) mechanism is utilized to enhance the focus on important features and improve the representation ability of coal conveyor belts image features. …”
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Bio-inspired 3D printing approach for bonding soft and rigid materials through underextrusion by Arman Goshtasbi, Luca Grignaffini, Ali Sadeghi

“…Underextrusion generates a porous structure, similar to fibrous connective tissues, that provides a robust interface with the rigid part through layer fusion, while the porosity enables interlocking with the soft material. …”
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Strabismus A-V Pattern by Sri Handayani Mega Putri

“…Surgical treatment was indicated for clinically significant A-V pattern, or if there were significantly chin up and chin down of head posture to obtain fusion. There were several surgical procedure include oblique muscles weakening, horizontal rectus or vertical rectus muscles transpotition.…”
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APDL: an adaptive step size method for white-box adversarial attacks by Jiale Hu, Xiang Li, Changzheng Liu, Ronghua Zhang, Junwei Tang, Yi Sun, Yuedong Wang

“…Furthermore, to increase the transferability of gradient attacks such as APDL across different models and reduce the effects of overfitting on the training model, we introduce a triple-differential logit fusion (TDLF) method grounded in knowledge distillation principles. …”
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Heavy metal content (Cd and Cu) in the flesh and gills of ponyfish (Leiognathus Equulus) in Cilincing coastal waters, Jakarta bay by Tinur Awwali Aliza, Sulistiono, Hariyadi Sigid, Riani Etty, Sinaga Jessica

“…In the fish samples, inflammatory cell infiltration was found (in the fish flesh) and there was edema, lamella fusion, basal cell hyperplasia and secondary cell hyperplasia (in the fish gills). …”
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Research on automated guided vehicle (AGV) path tracking control based on laser simultaneous localization and mapping (SLAM) by W. Wang, Z. Bao, J. Zheng, T. Wang

“…Secondly, the research on the fusion of the improved particle swarm algorithm and PID (proportional, integral, differential) control applied to path tracking is discussed in depth. …”
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