Transforming Health and Reducing Perinatal Anxiety Through Virtual Engagement: Protocol for a Randomized Controlled Trial by Carolyn Ponting, Rebecca J Baer, Kacie Blackman, Bridgette Blebu, Jennifer N Felder, Scott Oltman, Karen M Tabb, Laura Jelliffe Pawlowski

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Comprehensive bioinformatics analysis of malignant transformation and potential therapeutic possibility of lung adenocarcinoma after lipopolysaccharide induction by Wanjie Xu, Wanjie Xu, Jing Zhang, Xinyu Zhang, Xue Wang, Yiluo Xie, Shengping Min, Shengping Min, Xiaojing Wang, Xiaojing Wang, Chaoqun Lian

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Attention-Driven Emotion Recognition in EEG: A Transformer-Based Approach With Cross-Dataset Fine-Tuning by Ghulam Ghous, Shaheryar Najam, Mohammed Alshehri, Abdulmonem Alshahrani, Yahya AlQahtani, Ahmad Jalal, Hui Liu

“…This cross-dataset adaptation leverages transfer learning to enhance the model’s generalization across different emotional states and EEG datasets. Experimental results show that the proposed approach outperforms traditional methods, achieving superior accuracy and robustness in emotion recognition tasks. …”
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A Novel Multi-Task and Ensembled Optimized Parallel Convolutional Autoencoder and Transformer for Speech Emotion Recognition by Zahra Sharifzadeh Jafari, Sanaz Seyedin

“…We have evaluated our proposed method on the RAVDESS SER dataset in different terms of accuracy, precision, recall, and f1-score. …”
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Influence of Transformation Coefficient of Refrigerating Machine on Exergetic Efficiency of Air Conditioning System of Operating Clean Rooms by Volodymyr Labay, Kyrylo Andreiko

“…Exergetic method is a universal way of thermodynamic research of various processes of energy transformation in energy technological systems, to which air conditioning system for clean room belongs. …”
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Full Information Numerical Simulation of Two-Dimensional Steady Ground Temperature Field by Fan Jiang, Shikun Dai, Ying Zhang, Hongjun Tian

“…The background field is a uniform layered medium, and the anomalous field is converted into one-dimensional ordinary differential equations under different wavenumbers via one-dimensional full information Fourier transform. …”
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Equivalent Modeling of Temperature Field for Amorphous Alloy 3D Wound Core Transformer for New Energy by Jianwei Han, Xiaolin Hou, Xinglong Yao, Yunfei Yan, Zonghan Dai, Xiaohui Wang, Peng Zhao, Pengzhe Zhuang, Zhanyang Yu

“…Finally, a 50 kVA amorphous alloy winding-core transformer is tested on different prototypes to verify the effectiveness of the proposed method.…”
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A Dual-Branch Network of Strip Convolution and Swin Transformer for Multimodal Remote Sensing Image Registration by Kunpeng Mu, Wenqing Wang, Han Liu, Lili Liang, Shuang Zhang

“…We conducted experiments on panchromatic–multispectral, infrared–optical, and SAR–optical image pairs with large-scale rigid transformations. The experimental results show that our method achieves the best registration effect.…”
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FREQUENCIES OF POLYMORPHISMS IN THE CYTOCHROME’S P450 GENES OF WARFARIN TRANSFORMATION IN A EUROPEAN POPULATION OF EASTERN SIBERIA by T. A. Bairova, E. A. Novikova, F. I. Belyalov, E. A. Shchedreeva, K. D. Ievleva, O. V. Kalyuzhnaya, O. A. Ershova, V. G. Pustozerov, O. A. Kovaleva, I. V. Rasputina, I. A. Noskova, T. V. Batogova, O. V. Kuznetsova, O. Yu. Bogoslova, S. I. Kolesnikov

“…Frequencies of polymorphisms in the Cytochrome’s p450 genes of warfarin transformation in a European population of Eastern Siberia have no differences with other European populations of the world…”
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Digital transformation of care for keratoconus patients: ML modeling structural outcomes of corneal collagen cross-linking by Yauhen Statsenko, Yauhen Statsenko, Yauhen Statsenko, Darya Smetanina, Roman Voitetskii, Gillian Lylian Simiyu, Mikalai Pazniak, Elena Likhorad, Aleh Pazniak, Pavel Beliakouski, Dmitri Abelski, Fatima Ismail, Klaus Neidl-Van Gorkom, Milos Ljubisavljevic, Milos Ljubisavljevic

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Analysis of parameter adaptability for multi-product pipelines with high heads transformed into liquid ammonia transmission system by Mingyue HUANG, Renfu TU, Qi LIAO, Weilong NI, Zhengbing LI, Hao ZHANG, Bin XU, Yongtu LIANG

“…ConclusionThe research results verify the feasibility of transforming high-head multi-product pipelines for the transportation of liquid ammonia from a pressure control perspective, providing a theoretical basis for the production and operation of transformed pipelines.…”
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Steganography in Audio Using Wavelet and DES by Baghdad Science Journal

“…In this paper, method of steganography in Audio is introduced for hiding secret data in audio media file (WAV). …”
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Transforming rice straw into eco-friendly growing medium for microgreens: a solution for agricultural waste management by Kirti Saurabh, Himadri Shekhar Roy, Kumari Shubha, Prem Kumar Sundaram, Ved Prakash, Tanmay Kumar Koley, Anirban Mukherjee, Bikash Sarkar, Anil Kumar Singh, Anup Das, Ashutosh Upadhyaya, Pawan Jeet, Sanjeev Kumar, Ravi Ranjan Singh

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Efficient Satellite Image Retrieval Using Shearlet Transforms and Spiking Neurons-Based Liquid Autoencoder Model by Sai Bhargav Kasetty, K. Rajakumar

“…The system integrates liquid autoencoders with shearlet transforms to derive robust feature representations from satellite images. …”
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VTformer: a novel multiscale linear transformer forecaster with variate-temporal dependency for multivariate time series by Rui Dai, Zheng Wang, Jing Jie, Wanliang Wang, Qianlin Ye

“…Abstract Recently, the prosperity of linear models has raised questions about capturing the sequential capabilities of Transformer forecasters. Although the latest Transformer-based studies have alleviated some of these concerns, the limited information utilization still constrains the model’s comprehensive exploration of complex dependencies, as these forecasters often prioritize global dependence on time stamps and overlook correlations between different variates. …”
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Gastrointestinal Tract Disease Classification Using Residual-Inception Transformer With Wireless Capsule Endoscopy Images Segmentation by Erdal Ozbay

“…In this study, the approach of segmenting GI tract regions in Wireless Capsule Endoscopy (WCE) scans was used together with a long-range transformer model. In order to produce local information with surrounding pixels and patches in the architecture, embedding a split token method is applied to the transformer block. …”
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GTMALoc: prediction of miRNA subcellular localization based on graph transformer and multi-head attention mechanism by Xindi Huang, Jipu Jiang, Lifen Shi, Cheng Yan

“…Then, we use a graph transformer to capture relationships between nodes within the networks, enabling a better understanding of miRNA functions across different biological contexts. …”
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Lithium-Ion Battery State of Health Estimation Based on Feature Reconstruction and Transformer-GRU Parallel Architecture by Bing Chen, Yongjun Zhang, Jinsong Wu, Hongyuan Yuan, Fang Guo

“…This study proposes a method for estimating the state of health of lithium-ion batteries based on feature reconstruction and Transformer-GRU parallel architecture to solve the problems of noisy feature data and the poor applicability of a single model to different types and operating conditions of batteries. …”
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Over 60% precipitation transformed into terrestrial water storage in global river basins from 2002 to 2021 by Yulong Zhong, Baoming Tian, Hyunglok Kim, Xing Yuan, Xinyue Liu, Enda Zhu, Yunlong Wu, Lunche Wang, Lizhe Wang

“…Here we address this by introducing a quantitative metric, average daily fraction of precipitation transformed into terrestrial water storage, providing an important advancement into the dynamics of water storage by utilizing the enhanced terrestrial water storage statistical reconstruction method and water storage data from the Gravity Recovery and Climate Experiment satellites and their follow-on mission. …”
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Multi-Scale Geometric Feature Extraction and Global Transformer for Real-World Indoor Point Cloud Analysis by Yisheng Chen, Yu Xiao, Hui Wu, Chongcheng Chen, Ding Lin

“…The global Transformer employs a self-attention mechanism to capture long-range dependencies across the entire point cloud. …”
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