Decoding cancer prognosis with deep learning: the ASD-cancer framework for tumor microenvironment analysis by Ziyuan Huang, Yunzhan Li, Vanni Bucci, John P. Haran

“…This commentary explores the methodological innovations and scalability of ASD-cancer while suggesting future directions, such as the incorporation of additional data layers and the development of adaptive AI models through continuous learning. …”
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A Mountain Summit Recognition Method Based on Improved Faster R-CNN by Yueping Kong, Yun Wang, Song Guo, Jiajing Wang

“…Mountain summits are vital topographic feature points, which are essential for understanding landform processes and their impacts on the environment and ecosystem. …”
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A Proposed Method for Deep Learning-Based Automatic Tracking with Minimal Training Data for Sports Biomechanics Research by Daichi Yamashita, Minoru Matsumoto, Takeo Matsubayashi

“…Feature maps extracted from three intermediate layers of VGG16 are processed by the head network to generate a probability map, highlighting the most likely locations of the key points. …”
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Time-lapse imaging of the dynamics of CNS glial-axonal interactions in vitro and ex vivo. by Kalliopi Ioannidou, Kurt I Anderson, David Strachan, Julia M Edgar, Susan C Barnett

“…<h4>Background</h4>Myelination is an exquisite and dynamic example of heterologous cell-cell interaction, which consists of the concentric wrapping of multiple layers of oligodendrocyte membrane around neuronal axons. …”
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Gaze Estimation Based on a Multi-Stream Adaptive Feature Fusion Network by Changli Li, Enrui Tong, Kao Zhang, Nenglun Cheng, Zhongyuan Lai, Zhigeng Pan

“…The concatenated high-dimensional and fused low-dimensional features are processed through fully connected layers to predict the final gaze direction. …”
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Spatial analysis and urban land use planning emphasising hospital site selection: a case study of Isfahan city by Soltani Ali, Inaloo Rasoul Balaghi, Rezaei Mohammad, Shaer Fatemeh, Riyabi M. Akbari

“…By taking Isfahan metropolitan area as the case study area, in this study, a combination of Network Analyst tool within Geographic Information System (GIS) and an Analytic Hierarchy Process (AHP) model was used to evaluate the catchment areas of the 26 existing hospitals within the study area. …”
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Research on atmospheric temperature fine measurements from the near surface to 60&thinsp;km altitude based on an integrated lidar system by Z. Wang, T. Guo, T. Guo, X. Li, X. Li, C. Chen, D. Liu, L. Qu, H. Li, H. Li, X. Wang

“…Between 30 and 60 <span class="inline-formula">km</span>, lidar-derived temperatures were also in strong agreement with model data, achieving a correlation coefficient of 0.88. …”
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Use of the MA-XRF Technique in the Authentication of Guignard’s Artwork Recovered by the RJ Civil Police by Nilton Thaumaturgo Rocha Junior, Claudia Regina Ferreira de Souza, André Rocha Pimenta, Valter de Souza Félix, Renato Pereira de Freitas

“…Elemental mapping was conducted using the portable MA-XRF system, model CRONO (Bruker), on both the authenticated and unauthenticated artworks. …”
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Impact of CO2-water-coal on enhanced coalbed methane recovery by CO2 injection in Huainan coalfield by Helong ZHANG, Shiqi LIU, Yuchen TIAN, Wenkai WANG, Shuxun SANG, Sijian ZHENG, Bing LI, Yongchun CHEN

“…Higher injection pressures and initial permeability of coal reservoirs resulted in more significant CH4 production enhancement and CO2 sequestration, whereas high water saturation adversely affected both processes. These findings suggest that CO2-ECBM should be tailored to reservoir properties, optimizing target layers and injection strategies to maximize CH4 production and CO2 storage. …”
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Research on Wireless Passive Ultrasonic Thickness Measurement Technology Based on Pulse Compression Method by Long Pan, Kunsan Shi, Lei Han, Dingrong Qu, Yanling Zhang, Wenwu Chen

“…The research methodology encompassed the development of mathematical and circuit models for single coil and wireless energy transmission, the proposal of a three-terminal wireless energy mutual coupling system, and the establishment of a finite element model simulating the ultrasonic body wave thickness measurement and wireless energy transmission system. …”
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Stability Analysis on the Long-Term Operation of the Horizontal Salt Rock Underground Storage by Chengzhong Zhang, Qiang Zhang, Weiwei Li, Zhanping Song, Junbao Wang

“…However, if the vertical cavern is still used as the design shape of the salt rock underground storage in the layered salt rock deposit, the high design capacity cannot be guaranteed while the tightness is satisfied. …”
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The influence of light on fatigue in PZT films with planar electrodes by D. CZEKAJ, Z. SUROWIAK, V. P. DUDKIEVICH, I. M. SEM, E. V. SVIRIDOV

“…This evidences the major contribution of transition layers to the development of the fatigue process that agrees well with the model of fatigue proposed in the literature.…”
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Simulation of Mosul Dam Break Using Finite Volume Method by Ayhan H. Saleem, Jowhar R. Mohammad

“…The dam is built on a rock bed foundation, in which the dissolution process is dynamic in the zone where gypsum and anhydrite layers present. …”
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Confidence-Based Fusion of AC-LSTM and Kalman Filter for Accurate Space Target Trajectory Prediction by Caiyun Wang, Jirui Zhang, Jianing Wang, Yida Wu

“…This study proposes a confidence-based dual-model fusion framework that separately processes linear and nonlinear trajectory components to enhance prediction accuracy and robustness. …”
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Prenatal inflammation exacerbates hyperoxia-induced neonatal brain injury by Meray Serdar, Kay-Anja Walther, Markus Gallert, Karina Kempe, Stefanie Obst, Nicole Labusek, Ralf Herrmann, Josephine Herz, Ursula Felderhoff-Müser, Ivo Bendix

“…To establish a clinically relevant rodent model of WMI, we combined prenatal inflammation with postnatal hyperoxia to investigate individual, and additive or synergistic effects on inflammatory processes, myelination and grey matter development. …”
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Application of deep neural networks to forecast 60Co soil to plant transfer factor values based in pedological parameters by Lucas Iwahara, Cláudio Pereira, Maria Angélica Wasserman, Flávia Bartoly

“…The soil-plant transfer factor (Fv) is used methods in the computational models for radiological risk assessment by ingestion of radiocobalt-contaminated food. …”
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AnomLite: Efficient binary and multiclass video anomaly detection by Anna K. Zvereva, Mariam Kaprielova, Andrey Grabovoy

“…The initial layers of MobileNetV2 are employed for efficient spatial feature extraction, capturing low-to-mid-level features such as edges and textures, while the last hidden state of an LSTM processes temporal dependencies to identify patterns indicative of anomalies. …”
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Os Perímetros Irrigados do Baixo Jagurige no estado do Ceará [Brasil]: uma experiência referencial de projeto territorial sustentável by André Munhoz de Argollo Ferrão, Luci Mehry Martins Braga, Carlos Eduardo Pozzer

“…Regional planning is faced with a complex territorial context in which overlapping thematic layers that identify a region from its assets converted into resources. …”
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Screen shooting resistant watermarking based on cross attention by Lianshan Liu, Peng Xu, Qianwen Xue

“…This approach increases the model’s ability to comprehend the entire image, thereby increasing performance. …”
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Amended Calculation of Solar Heat Gain Coefficient Based on the Escape of Incident Solar Radiation by Shunyao Lu, Dongfang Yang, Xiaoqing Huang, Tao Chen, Zhengzhi Wang

“…In this paper, the heat transfer process of solar radiation in window shading systems is analyzed, and an amended calculation model for the SHGC is established. …”
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