Towards bridging the synthetic-to-real gap in quantitative photoacoustic tomography via unsupervised domain adaptation by Zeqi Wang, Wei Tao, Zhuang Zhang, Hui Zhao

“…To address this, we propose a Decoder-enhanced unsupervised Domain Adaptation (DDA) framework to enable knowledge transfer from synthetic data to an unlabeled target domain. Experimental results show that DDA significantly improves estimation performance on target images and surpasses competing methods in quantitative evaluation and visual comparison. …”
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Identifying the Educational Dimensions of Virtual Reality Technology on Museum Activities and Services: A Systematic Review by Abolfazl Sadegpour, Hasan Bolkhari Ghehi

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A multimodal discourse analysis of in-text images of Nigerian literature texts for primary schools by Alfred Bukola, Olayinka Ifeoluwa

“…The data was analyzed using van Leeuwen’s Visual Grammar and a discussion of how various visual elements may impact on their understanding of the messages and key themes in the texts with a focus on the representative metafunction level of analysis. …”
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Intersensory attention deficits in schizophrenia relate to ongoing sensorimotor beta oscillations by James Kenneth Moran, Daniel Senkowski

“…EEG data revealed stronger alpha-band oscillations for tactile vs. visual attention conditions in the visual cortex of both study groups. …”
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Efficacy of cell-based immunotherapies on patients with glioma: an umbrella review of systematic reviews and meta-analysis protocol by Seyed Mostafa Mostafavi Zadeh, Mehdi Nikoobakht, Parisa Shamshiripour, Mehrana Rahnama, Fahime Hajiahmadi, Aghdas Ramezani, Vahideh Farzam Rad, Elaheh Nazari, Ali-Reza Moradi, Mahzad Akbarpour, Davoud Ahmadvand

“…For meta-analyses, data heterogeneity for each parameter will be first evaluated by Cochran’s Q and I2 statistics. …”
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Design of Train Information Terminal Unit SimulationSoftware for CRH2 Train Network Simulation Platform by ZHAO Min, LIU Wang-hui, NI Wen-bo, WANG Xue-mei, CHEN Fa-qi

“…By simulating trainnetwork control system’s data exchange character, foundation for studying train network’s data exchange models and network performanceswas laid.…”
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LSTM and ResNet18 for optimized ambulance routing and traffic signal control in emergency situations by Madallah Alruwaili, Ali Ali, Mohammed Almutairi, Abdulaziz Alsahyan, Mahmood Mohamed

“…Visual data is processed through a ResNet18 convolutional neural network, pre-trained on ImageNet using inductive transfer learning. …”
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Neuroprotection of photoreceptors by combined inhibition of both Fas and autophagy pathways in P23H mice by Mengling Yang, Jingyu Yao, Lin Jia, Andrew J. Kocab, David N. Zacks

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PENGARUH MODEL PEMBELAJARAN RECIPROCAL TEACHING BERBANTUAN MEDIA AUDIO VISUALTERHADAP KOMPETENSI PENGETAHUAN IPA by I Gst. A. A. Aris Setianingsih, DB. Kt. Ngr. Semara Putra, I Kt. Ardana

“…Data yang diperoleh kemudian dianalisis menggunakan analisis uji-t polled varians. …”
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Nationwide incidence of central retinal artery occlusion in Japan: an exploratory descriptive study using the National Database of Health Insurance Claims (2011–2015) by Hiroshi Tamura, Akitaka Tsujikawa, Masahiro Miyake, Ai Kido, Hanako Ohashi Ikeda, Shusuke Hiragi

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ML Auditing and Reproducibility: Applying a Core Criteria Catalog to an Early Sepsis Onset Detection System by Markus Schwarz, Ludwig Christian Hinske, Ulrich Mansmann, Fady Albashiti

“…In the perturbation experiment, the model showed an AUC of 0.799 (95% CI, 0.756-0.843) with modified input data in contrast to an AUC of 0.788 (95% CI, 0.743-0.833) with original input data, when trained on the AUMC dataset and validated externally. …”
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Multistage Feature Complimentary Network for Single-Image Deraining by Kangying Wang, Minghui Wang

“…The final experimental results show that a multistage feature complementarity network performs well on both synthetic rainy data sets and real-world rainy data sets can remove rain more completely, preserve more background details, and achieve better visual effects compared with some popular single-image deraining methods.…”
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Optimizing the performance of a server-based classification for a large business document flow by O. A. Slavin

“…The document categorization problem in the case of a large business document flow is considered. Textual and visual embeddings were employed for classification. …”
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In-sensor compressing via programmable optoelectronic sensors based on van der Waals heterostructures for intelligent machine vision by Haoxin Huang, Shuhui Shi, Jiajia Zha, Yunpeng Xia, Huide Wang, Peng Yang, Long Zheng, Songcen Xu, Wei Wang, Yi Ren, Yongji Wang, Ye Chen, Hau Ping Chan, Johnny C. Ho, Yang Chai, Zhongrui Wang, Chaoliang Tan

“…Although in-sensor computing shows promise for efficient visual processing by reducing data transfer, its capability to compress temporal/spectral data is rarely reported. …”
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EyeUnderstand: Dashboard for Gaze and Deep-Learning Driven Comprehension Estimation in Online Lectures by Ko Watanabe, Gitesh Gund, Jayasankar Santhosh, Haruka Sakagami, Yuki Matsuda, Andreas Dengel, Shoya Ishimaru

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Research on Intelligent Control Technology for a Rail-Based High-Throughput Crop Phenotypic Platform Based on Digital Twins by Haishen Liu, Weiliang Wen, Wenbo Gou, Xianju Lu, Hanyu Ma, Lin Zhu, Minggang Zhang, Sheng Wu, Xinyu Guo

“…Rail-based crop phenotypic platforms operating in open-field environments face challenges such as environmental variability and unstable data quality, highlighting the urgent need for intelligent, online data acquisition strategies. …”
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A practical guide for nephrologist peer reviewers: evaluating artificial intelligence and machine learning research in nephrology by Yanni Wang, Wisit Cheungpasitporn, Hatem Ali, Jianbo Qing, Charat Thongprayoon, Wisit Kaewput, Karim M. Soliman, Zhengxing Huang, Min Yang, Zhongheng Zhang

“…A visual summary of key manuscript sections is included.…”
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Status of Digital Health Technology Adoption in 5 Vietnamese Hospitals: Cross-Sectional Assessment by Duc Minh Tran, Nguyen Thanh Dung, Chau Minh Duc, Huynh Ngoc Hon, Le Minh Khoi, Nguyen Phuc Hau, Duong Thi Thu Huyen, Huynh Thi Le Thu, Tran Van Duc, Lam Minh Yen, C Louise Thwaites, Chris Paton

“…Descriptive statistics demonstrated on radar plots and tile graphs were used to visualize the data collected. ResultsHospital information systems (HIS), laboratory information systems (LIS), and radiology information systems–picture archiving and communication systems (RIS-PACS) were implemented in all 5 hospitals, albeit at varied digital maturity levels. …”
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Expansion and Assessment of a Web-Based 24-Hour Dietary Recall Tool, Foodbook24, for Use Among Diverse Populations Living in Ireland: Comparative Analysis by Grace Bennett, Shuhua Yang, Laura A Bardon, Claire M Timon, Eileen R Gibney

“… BackgroundCurrently, the methods used to collect dietary intake data in Ireland are inflexible to the needs of certain populations, who are poorly represented in nutrition and health data as a result. …”
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Examining How Adults With Diabetes Use Technologies to Support Diabetes Self-Management: Mixed Methods Study by Timothy Bober, Sophia Garvin, Jodi Krall, Margaret Zupa, Carissa Low, Ann-Marie Rosland

“…Interviewees desired data that were passively collected, easily integrated across data sources, visually presented, and tailorable to self-management priorities. …”
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