Protocol for open-source automated universal high-content multiplex fluorescence for RNA in situ analysis by Jean Descarpentrie, Florian Bernard, Wilfried Souleyreau, Lucie Brisson, Thomas Mathivet, Ioannis S. Pateras, Océane C.B. Martin, Maria Lopez Chiloeches, Teresa Frisan

“…Summary: In situ hybridization visualizes RNA in cells, but image analysis is complex. We present a protocol based on open-source software for automated high-content multiplex fluorescence in situ transcriptomics analysis. …”
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GPR Diffraction Separation by Incorporating Multilevel Wavelet Transform and Multiple Singular Spectrum Analysis by Haolin Wang, Honghua Wang, Zhiyang Hou, Fei Zhou

“…Numerical tests showcase that the biorthogonal wavelet basis function bior4.4 provides remarkably efficient GPR diffraction separation performance, and the number of clusters in the k-means clustering algorithm typically ranges from 9 to 15, accounting for the complexity of the wave components. Compared to plane wave deconstruction (PWD), the proposed MWT-MSSA approach reduces energy loss at the diffraction vertex, decreases residual diffraction energy within the reflection profile, and enhances computational efficiency by approximately 70–80% to facilitate the subsequent subtle imaging.…”
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Radar system for unmanned aerial vehicles by Vladislav R. Skrynskij

“…According to the results of the research it is shown that it is possible to realise real-time radar reception on board the carrier, as well as to install the considered airborne side-scan radar complex on an unmanned aerial vehicle together with an automated point of information processing and analysis.…”
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Errors in Differential Diagnosis of Burn Injury at the Prehospital Stage by O. S. Pankrateva, Yu. V. Yurova, P. K. Krylov, E. V. Zinoviev, D. O. Vagner, L. M. Likhonos

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Reveal the mechanism of brain function with fluorescence microscopy at single-cell resolution: from neural decoding to encoding by Kangchen Li, Huanwei Liang, Jialing Qiu, Xulan Zhang, Bobo Cai, Depeng Wang, Diming Zhang, Bingzhi Lin, Haijun Han, Geng Yang, Zhijing Zhu

“…We thoroughly analyze the application of fluorescence imaging techniques, particularly two-photon fluorescence imaging, in decoding neural activities, showcasing the theoretical analysis and technological advancements from imaging recording to behavioral manipulation. …”
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Visual explainability of 250 skin diseases viewed through the eyes of an AI‐based, self‐supervised vision transformer—A clinical perspective by Ramy Abdel Mawgoud, Christian Posch

“…Abstract Background Conventional supervised deep‐learning approaches mostly focus on a small range of skin disease images. Recently, self‐supervised (SS) Vision Transformers have emerged, capturing complex visual patterns in hundreds of classes without any need for tedious image annotation. …”
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Diagnosis accuracy of machine learning for idiopathic pulmonary fibrosis: a systematic review and meta-analysis by Li Cong, Ying Chen, Xiaolei He, MaiLiKai KuErBan, Chao Wu, Liping Chen

“…Objective We conducted a systematic review and meta-analysis to explore the diagnostic efficiency of image-based machine learning (ML) for IPF. …”
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State-Space Method-Based Frame Dynamics Analysis of the Six-Rotor Unmanned Aerial Vehicles by Ruijing Liu, Yu Liu, Yi Zhang

“…Furthermore, the computational efficiency has been significantly enhanced, meeting the requirements for vibration simulation analysis. The dynamic analysis approach grounded in state-space theory offers a novel methodology for investigating the dynamic performance of complex structures, enabling efficient and precise analysis of frequency response characteristics in complex linear systems such as electric vehicle (EV) battery modules and motor systems. …”
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Knowledge Graph-Driven Approach in Aspect-Based Sentiment Analysis: Exploring the Impact of Embedding Techniques by Souha Al Katat, Chamseddine Zaki, Hussein Hazimeh, Ibrahim El Bitar, Rafael Angarita, Lionel Trojman

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Cellulosic-based microneedles for sensing heavy metals in fish samples by Houman Kholafazad, Mahdiyeh Pazhuhi, Mohammad Hasanzadeh, Nicolas H. Voelcker, Nasrin Shadju, Azadeh Nilghaz

“…The colorimetric detection, combined with smartphone-based digital image analysis, exhibited lower limit of quantification (LLOQ) of 0.6, 0.2, and 0.3 mg/L for Cu(II), Cr(VI), and Ni(II), respectively, with no significant interference in the presence of potential interfering ions.…”
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Bridging human emotion processing and deep neural networks: insights from representational similarity analysis by Lu Nie, Ke Chen, Yue Li, Yonghong Tian, Yixuan Ku

“…Emotion is a complex psychophysiological response to external stimuli, essential for human survival, social interaction, and human-computer interaction. …”
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Assessing urban design factors for walkable areas: evidence from Dubai by Mohammad Arar, Kareen Kazaz

“…This paper investigates the impact of urban design on perceived walkability using objective site analysis. Based on a review of the existing literature, Ewing and Handy’s model was selected for its strong explanatory power; accounting for 95% of walkability variation across five key urban design factors: Imageability, Enclosure, Human Scale, Transparency, and Complexity. …”
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Comparative Analysis of Multi-Resolution Remote Sensing Data for Accurate Road Segmentation in Urban Environments by M. R. Çevikalp, B. Mutlu, M. Yanalak, N. Musaoğlu

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Analysis of the Spatial Perception of Antalya Vocational and Technical Anatolian High School as a Historical Building by Hatice Kolak, Hüseyin Samet Aşıkkutlu, Latif Gürkan Kaya

“…On the other hand, while positive elements ensure the continuity of buildings and building complexes, it will also be possible to contribute to their becoming an urban image.…”
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Simulation of subnanosecond radio pulse electro-optical repeater by A. V. Shiltsin, M. S. Kostin

“…Numerical methods of network analysis were used, which are the basis of specialized computer-aided design systems, numerical methods of statistical radio engineering.Results. …”
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Socio-Personal Self-Determination of School- children in a Northern Region by V. A. Sharkunova

“…The teaching method based on the positive life experience is described including the complex of techniques: actualization and analysis of pupils’ life experience, creative modeling of ideal educational objects, comparing statistic data and the main social indices of the region in question and Russia in average. …”
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Discussion on in-depth application of visual intelligence technology in smart construction sites by Ting FAN

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NaDyNet: A toolbox for dynamic network analysis of naturalistic stimuliNaDyNet is open-source and freely available at by Junjie Yang, Zhe Hu, Junjing Li, Xiaolin Guo, Xiaowei Gao, Jiaxuan Liu, Yaling Wang, Zhiheng Qu, Wanchun Li, Zhongqi Li, Wanjing Li, Yien Huang, Jiali Chen, Hao Wen, Binke Yuan

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Microscopic Analysis of Temperature Effects on Surface Colonization and Biofilm Morphology of <i>Salmonella enterica</i> by Zachariah Vice, You Zhou, Sapna Chitlapilly Dass, Rong Wang

“…We developed methods using scanning electron microscopy and confocal microscopy with a novel image analysis software tool to investigate the temperature influence on <i>S. enterica</i> cell colonization and biofilm formation by directly visualizing and comparing the biofilm matrix’s morphological differences under various temperatures. …”
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Analysis of Posters for Informing the Population via Social Media during Covid-19: Ukrainian Network by Даніїл Шматков, Марія Луіса Загалас-Санчес, Хав'єр Кашон-Загалас

“…The study revealed that psycholinguistic variables such as readability, imageability, concreteness, conceptual familiarity, semantic size, name agreement, image agreement, visual complexity, typicality, image variability, authenticity of texts, processing fluency, etc. penetrate deeply related research on the creolized texts in various forms and interpretations. …”
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