AutoML for calorific value prediction using a large database from the coal gasification practices in China by Yuchao Guo, Xia Liu, Yunfei Gao, Xiaoyu Wang, Lu Ding, Weitong Pan, Cheng Hua, Yulian He, Xueli Chen, Zhenghua Dai, Guangsuo Yu, Fuchen Wang

“…SHAP method was used to increase the model interpretability, and model validity was proved with literature data and additional in-house experiments. …”
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The Controlling Role of Geological Structures in Rock Slope Failure Mechanisms in Fold-and-Thrust Belts: An Example from the Ergetu Open-Pit Coal Mine, China by Jiewei Zhan, Biao Feng, Peng Cai, Quanli Zhao, Changle Pu, Jianbing Peng

“…Finally, a structural model of the slope rock mass was constructed based on discrete fracture network (DFN) technology. …”
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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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Service providers’ perspectives on youth peer support: the importance of integration and oversight – an interpretive description study in British Columbia, Canada by Skye Pamela Barbic, Courtney Devane, Corey McAuliffe, Emily Jenkins, Kelli Wuerth

“…To advance the field and strengthen future implementation efforts, the aim of the present study was to generate new understandings about how non-peer service providers working alongside youth peer support workers experience the peer support role in youth mental health settings.Design Guided by interpretive description and tenets of a research community partnership model, semi-structured interviews were conducted with non-peer service providers (n=11) across three integrated youth services centres in British Columbia, Canada, from August to December 2020. …”
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Barriers, enablers and initiatives for uptake of advance care planning in general practice: a systematic review and critical interpretive synthesis by Joel Rhee, Lucie Walters, Jo Risk, Leila Mohammadi, Paul R Ward

“…There was a lack of cohesive guidance in shaping effective ACP interventions and some early indications of structured approaches emerging.Conclusion Findings from this review present an opportunity to strategically apply the ACP research evidence across targeted levels of influence, and with an understanding of mediators and moderators to inform the design of new and enhanced ACP models of care in general practice.PROSPERO registration number CRD42018088838…”
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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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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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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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