Group graph: a molecular graph representation with enhanced performance, efficiency and interpretability by Piao-Yang Cao, Yang He, Ming-Yang Cui, Xiao-Min Zhang, Qingye Zhang, Hong-Yu Zhang

“…Scientific contribution The group graph, as a substructure-level molecular representation, has the ability to retain molecular structural features with minimal information loss. As a result, it shows superior performance in predicting molecular properties and drug‒drug interactions with enhanced efficiency and interpretability.…”
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Interpretable Machine Learning for Explaining and Predicting Collapse Hazards in the Changbai Mountain Region by Xiangyang He, Qiuling Lang, Jiquan Zhang, Yichen Zhang, Qingze Jin, Jinyuan Xu

“…The transparency and interpretability of the modeling results are enhanced by combining the Shapley Additive Explanations (SHAP) with interpretable artificial intelligence. …”
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Interpretation of Phraseological Units Using Chinese Language in Russian-Chinese Phraseological Dictionaries by Di Liu, Fanhong Meng

“…The compound description model «analogous expression + additional interpretation», which is most often used in dictionary articles where there is no proper interpretation and etymological information is also revealed. …”
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Forfeiture to the State: Using Grammar to Interpret Section 35 of the Criminal Procedure Act by Terrence R Carney

“…To better understand the grammar, this contribution modestly explains the Cognitive Linguistic approach to argument structure and thematic roles and briefly summarises Ronald Langacker's "action chain" model. …”
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Are vision transformers replacing convolutional neural networks in scene interpretation?: A review by N. Arockia Rosy, K. Balasubadra, K. Deepa

“…The review begins with an overview of the architectural foundations and functional variations of CNNs used for scene interpretation. Next, it explores the structure of ViTs, including their multi-head self-attention mechanisms, and assesses state-of-the-art ViT variants with respect to design innovations, training strategies, and performance metrics. …”
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Decoding Gestures in Electromyography: Spatiotemporal Graph Neural Networks for Generalizable and Interpretable Classification by Hunmin Lee, Ming Jiang, Jinhui Yang, Zhi Yang, Qi Zhao

“…Harnessing these tailored graph structures, we present Graph Convolution Network (GCN)-based classification models adept at effectively extracting and aggregating key features associated with various gestures. …”
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Exploration of ductility for refractory high entropy alloys via interpretive machine learning by Shaolong Zheng, Lingwei Yang, Liyang Fang, Chenran Xu, Guanglong Xu, Yifang Ouyang, Xiaoma Tao

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Analyzing the Effect of Drainage on the Stability of Tailings Dams Using the Interpretation of Cross-Correlations by Moustafa Hamze-Guilart, Lineu Azuaga Ayres da Silva, Anna Luiza Marques Ayres da Silva, Maria Eugenia Gimenez Boscov

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Enhancing Traffic Accident Severity Prediction Using ResNet and SHAP for Interpretability by Ilyass Benfaress, Afaf Bouhoute, Ahmed Zinedine

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Artificial intelligence and 3D subsurface interpretation for bright spot and channel detections by Yasir Bashir, Muhammad Afiq Aiman Bin Zahari, Abdullah Karaman, Doğa Doğan, Zeynep Döner, Ali Mohammadi, Syed Haroon Ali

“…Seismic interpretation is primarily concerned with accurately characterizing underground geological structures & lithology and identifying hydrocarbon-containing rocks. …”
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Fully automatic HER2 tissue segmentation for interpretable HER2 scoring by Mathias Öttl, Jana Steenpass, Frauke Wilm, Jingna Qiu, Matthias Rübner, Corinna Lang-Schwarz, Cecilia Taverna, Francesca Tava, Arndt Hartmann, Hanna Huebner, Matthias W. Beckmann, Peter A. Fasching, Andreas Maier, Ramona Erber, Katharina Breininger

“…Using polygon annotations, our method balances annotation effort with the ability to capture fine-grained details and larger structures, such as non-invasive tumor tissue.To enhance HER2 segmentation, we propose the use of a Wasserstein Dice loss to model class relationships, ensuring robust segmentation and HER2 scoring performance. …”
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Exploring healthcare providers’ perspectives of childbirth education classes for quality of care and positive childbirth experience: an interpretative phenomenological analysis stu... by Anwar Nader AlKhunaizi, Sami Abdulrahman Alhamidi, Areej Ghalib Al-Otaibi, Amany Anwar AlAbdullah, Kawther Saleh Alosaif, Meral Jehad Al Zayer

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Challenges in Atomic Spectroscopy of Low-Ionisation-Stage Heavy Elements for Astrophysics by Milan Ding

“…Accurate knowledge of the fine structure of low-ionisation-stage heavy elements is crucial for plasma modelling in stellar astronomy, galactic evolution studies, and nucleosynthesis investigations. …”
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Resistance Drift of Phase Change Materials Beyond the Power Law by Jakob Ballmaier, Sebastian Walfort, Martin Salinga

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Paramètres socio-spatiaux, réseaux sociaux et budget d'activité chez un groupe de mâles chimpanzés : stabilité dans le temps et effet de la réduction spatiale by Nerea Amezcua‑Valmala, Daniel Vázquez, Álvaro Ballesteros, Marcos Bella, Catarina Casanova, Fernando Colmenares

“…The mentioned increase of self-directed behaviors is usually interpreted as an index of stress; however, our data, as agonism and other measures remained stable from 2007 to 2009, should be interpreted with caution. …”
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ELECTRICAL CONDUCTIVITY OF MAGNETIC EMULSIONS WITH CHAIN MICROSTRUCTURE IN MAGNETIC FIELD by A. R. Zakinyan, A. A. Zakinyan

“…Such media are new functional materials whose properties are not fully understood at the present time. Structure formation in these media can lead to signifcant changes in their macroscopic properties. …”
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Predicting brain age for veterans with traumatic brain injuries and healthy controls: an exploratory analysis by John P. Coetzee, John P. Coetzee, Xiaojian Kang, Xiaojian Kang, Victoria Liou-Johnson, Victoria Liou-Johnson, Victoria Liou-Johnson, Ines Luttenbacher, Srija Seenivasan, Elika Eshghi, Daya Grewal, Siddhi Shah, Frank Hillary, Emily L. Dennis, Emily L. Dennis, Maheen M. Adamson, Maheen M. Adamson, Maheen M. Adamson

“…These models showed that HV predicted BAg among women with TBI, while CT predicted BAg among men with TBI, while only CA predicted BAg among HCs.InterpretationThese results offer tentative support to the view the factors associated with BAg among individuals with TBI differ from factors associated with BAg among HCs, and between men and women. …”
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ARCHITECTONICS AND COMPOSITION OF LITERARY TEXT AS ELEMENTS OF AUTHOR’S IDIOSTYLE by Iryna A. Sydorenko

“…Analytical review of recent scientific publications devoted to the study of architectonic and compositional structure of literary texts is conducted. The linguistic interpretation of the concepts of architectonics and composition, their definitions, place and functions in the formation of unique stylistics of the author’s work is presented and substantiated. …”
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Simulation and zoning evaluation of in-situ stress field within ultra-deep tight sandstone reservoirs in thrust-nappe structures of Bozi-Dabei area, Tarim Basin by Zimeng XING, Ruixue LI, Hucheng DENG, Hang SU, Jiawei ZHANG, Jianhua HE, Hui ZHANG, Xiaofei HU, Shunting MA

“…Influenced by thrust-nappe structures and salt structures, the region has formed imbricate folding structures and a series of faults with large displacements and varying dip angles, resulting in a complex and highly variable in-situ stress field that is difficult to predict, severely restricting exploration and development in the area. …”
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A Deep-learning based Model with Intra- and Inter-Well Constraints for Intelligent Identification of Stratigraphic Layers by Jinghua Yang, Bin Gong, Hu Huang, Heng Zhao, Haoqiang Wu, Chen Liu, Shifan Zhang, Hui Li

“…Geological stratification interpretation is a critical task in oil and gas exploration, aiming to delineate subsurface formations based on well logging data and provide a structural framework for drilling and reservoir development. …”
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