A simple yet effective approach for predicting disease spread using mathematically-inspired diffusion-informed neural networks by ByeongChang Jeong, Yeon Ju Lee, Cheol E. Han

“…GCNs are a recent deep learning algorithm designed to learn spatial relationship from graph-structured data. We applied the model to COVID-19 incidences in Spain to evaluate its performance. …”
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Qualitative Research in the Era of AI: A Return to Positivism or a New Paradigm? by Georgios Chatzichristos

“…Can the extended use of AI in qualitative research impact the depth and reflexivity essential to interpretive analysis? To delve into these questions the study employs a Technology Acceptance Model (TAM) survey combined with semi-structured interviews, strategically targeting European researchers to explore AI’s perceived usefulness, ease of use, and implications for qualitative methodologies. …”
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To Study the Hydrological System and Watershed by Using Remote Sensing (RS) and Geographic Information System (GIS) in Kannad Taluka, Aurangabad District, MS, India by Eman Mohammed Garoon, Sultan Abduh Al-Horaibi, Mahadeo B. Mule

“…The current study in this research focuses on the importance of the digital elevation model (DEM) and satellite images to evaluate and interpret the relative parameters of watersheds in Kannad taluka, Aurangabad district, India. …”
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Progress and trends on machine learning in proteomics during 1997-2024: a bibliometric analysis by Chao Tan, Hao Liu, Zhen Zhang, Xinyu Liu, Yinquan Ai, Xiumin Wu, Enlin Jian, Yongyan Song, Jin Yang

“…High-impact journals and influential authors were also identified, providing benchmarks for academic influence and collaboration.ConclusionThis study offers the first comprehensive bibliometric analysis of ML in proteomics, revealing key themes such as deep learning, pretrained models, and multi-omics integration. Future efforts should focus on building interpretable models, enhancing cross-disciplinary collaboration, and ensuring secure, standardized data use to advance precision medicine.Systematic review registrationhttps://doi.org/10.17605/OSF.IO/F4WUG.…”
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Difficulties in Emotion Regulation Scale-Short Form (DERS-SF): Psychometric Validation and Measurement Invariance Testing in a Sample of Urban Indian Adolescents by Naseer A. Bhat, Bangalore N. Roopesh, Binukumar Bhaskarapillai, Srinivasan Chokkanathan, Vivek Benegal

“…Results: The six-factor model of the DERS-SF exhibited an acceptable model fit in the current study sample. …”
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Machine Learning Recognizes Stages of Parkinson’s Disease Using Magnetic Resonance Imaging by Artur Chudzik

“…Models used volumes, Euclidean, and Cosine distances of subcortical brain structures relative to the thalamus to differentiate among control (HC), prodromal (PR), and PD groups. …”
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Research on implementation factors of product ecological design based on digital collaboration by Qing Liu, Yongzhong Zhang

“…In this study, the Decision-making Trial and Evaluation Laboratory (DEMATEL) method was used to aggregate the identified 11 factors into four factor sets: strong cause, weak cause, strong result, and weak result; and the Interpretive Structural Model (ISM) was used to create a multilevel recursive model of product eco-design for digital collaboration. …”
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Direct evidence of coupling between charge density wave and Kondo lattice in ferromagnet Fe5GeTe2 by Parry Pei-Rui Luo, Hung-Chang Hsu, Li-Sheng Lin, Hao-Yu Chen, Xiang-Yu Xie, Chia-Nung Kuo, Jyh-Pin Chou, Chin-Shan Lue, Ya-Ping Chiu

“…Furthermore, formations of Kondo holes at defect sites underscore the influence of Kondo interaction on local electronic structures. To unveil the robust correlation between CDW and Kondo lattice behavior, we analyze the CDW modulation and develop a theoretical model to interpret their robust coupling. …”
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Specifics of Educational Texts Selection for Schoolchildren Doing the Humanities Subjects by T. V. Oblasova

“…The educational text is taken as a generalized model, its content and structure determining the scheme of a speech cognitive activity, as well as the meaning formation mechanism responsible for understanding and personal development. …”
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Analisis Rasio Keuangan Terhadap Harga Saham Dengan Nilai Perusahaan Sebagai Variabel Moderasi Pada Perusahaan Makanan dan Minuman yang terdaftar di ISSI Tahun 2017-2020 by Isnantiya Sofitriana, Rifda Nabila

“…The analysis included stationarity tests, path models, measurement (outer) model tests, structural (inner) model tests, model fit tests and interpretation model tests. …”
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Advancing organic photovoltaic materials by machine learning-driven design with polymer-unit fingerprints by Xiumin Liu, Xinyue Zhang, Ye Sheng, Zihe Zhang, Pan Xiong, Xuehai Ju, Junwu Zhu, Caichao Ye

“…PUFp facilitated the interpretability of structure-property relationships, enabling PCE predictions of conjugated polymers/macromolecules formed by the combination of donor (D) and acceptor (A) units. …”
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PHENOMENON OF CORPOREALITY IN UKRAINIAN MODERN NOVELS by Tetiana Byshenko

“…Wynnychuk and V. Lys. The proposed model for analyzing artistic text is universal, and can be actively used to interpret novels, in which the body acts as a narrator, regardless of whether the novel itself is an erotic. …”
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Comparative Analysis of Explainable AI Methods for Manufacturing Defect Prediction: A Mathematical Perspective by Gabriel Marín Díaz

“…This approach provides both global and local interpretability, revealing consistent variables across predictive and structural perspectives. …”
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Analyzing Strategies for Climate Change Mitigation: An ISM MICMAC Approach with a Focus on Sustainable Development by Mahaur Chetna, Peter Sonia

“…In this study, we used a method called Interpretive Structural Modelling (ISM) and MICMAC (Matrix of Cross-Impact Multiplications Applied to a Classification) to look into solutions for dealing with climate change in India. …”
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Numerical Simulation of Time-Varying Characteristics in a High-Permeability Sandstone Reservoir: A Case of Gaoqian Southern Area by Hui Xu, Guofeng Cheng, Nannan Liu, Lizhi Wang, Zhenghuai Guo, Xiang Wang, Xiangji Dou, Juan Li, Shangping Chen, Xing Shi

“…In addition, this paper established the equations of water injection, permeability, irreducible water saturation, residual oil saturation, and oil-water relative permeability curve coefficient and establishes the initial permeability model with the well data before water flooding. The logging interpretation results of development wells in the process of water flooding as verification data were used, and the relative error of permeability far lower than the general requirement of permeability error within an order of magnitude was less than 30%, which verified the rationality of the method.…”
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Episodic sexual transmission of HIV revealed by molecular phylodynamics. by Fraser Lewis, Gareth J Hughes, Andrew Rambaut, Anton Pozniak, Andrew J Leigh Brown

“…<h4>Background</h4>The structure of sexual contact networks plays a key role in the epidemiology of sexually transmitted infections, and their reconstruction from interview data has provided valuable insights into the spread of infection. …”
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Detection of fractured zones, faults, and cavities by high resolution muon tomography in the Buda Hills by László Balázs, Gergő Hamar, Ádám Csicsek, Gergely Surányi, Dezső Varga

“…This case study demonstrates that muographic method is capable to obtain an accurate 3D picture of the density anomalous fracture system in carbonates for a rock thickness up to 100 m, that can very useful and unique contribution to geological interpretation and geological model building.…”
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Validation of a Spanish-Language Scale on Data-Driven Decision-Making in Pre-Service Teachers by Fabián Sandoval-Ríos, Carola Cabezas-Orellana, Juan Antonio López-Núñez

“…Results supported a well-defined four-factor structure: Interpretation and Application, Technology, Identification, and Anxiety. …”
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CLUSTER ANALYSIS OF INTEGRATED “DRUG SUPPLY” CONCEPT by G. S. Barkaev, T. I. Kabakova, A. B. Goryachev

“…The aim of the article is the structure and content specification of the subject area professional term “drug supply” in order to deepen and concretize the conceptual apparatus in the field of the pharmaceutical activity.Materials and methods. …”
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UNIVERSE RELATIVITY AND MYTHOPOETIC PARADIGM OF THE “EARTHLY WORLD” IN M. BULGAKOV`S NOVEL “THE MASTER AND MARGARITA” by Oksana A. Korniyenko

“…Bulgakov, the basic semantic-structural basis of the ontological model is the idea of the relativity of the Universe, which is manifested in the understanding of the laws of being and human existence. …”
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