Marketing redefined: A qualitative and integrative literature review charting the evolution of marketing definitions by Norman Mafuratidze, Professor Marius Wait, Professor Ilse Struweg

“…Design/methodology/approach: The research implements a systematic five-step ILR process encompassing review design, establishing inclusion/exclusion criteria, comprehensive literature searches, data extraction, and critical synthesis to identify key patterns and shifts in marketing definitions over time. …”
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AI-Based Anomaly Detection and Optimization Framework for Blockchain Smart Contracts by Hassen Louati, Ali Louati, Elham Kariri, Abdulla Almekhlafi

“…To address the challenge of limited labeled data, transfer learning is employed to adapt pre-trained CNN models to smart contract patterns, improving model generalization and reducing training time. …”
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Training Set Design for Uneven Illumination Correction in High-Resolution Whole Slide Images by Sama Nemati, Hasti Shabani, Ahmad Mahmoudi-Aznaveh

“…This study aimed to identify a key limitation in deep learning models for uneven illumination correction, highlighting the importance of preserving the original image resolution and incorporating a global view of illumination patterns to enhance generalization. To address this, we proposed a new training set design strategy that optimizes neural network performance while utilizing computational resources effectively. …”
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Semantic and Motivational Characteristics of Neolexemes of Enmity: Discursive Disclosure of Inner Form of the Word by L. N. Rebrina

“…It is shown that the specificity of discursive practices affects the reflecting consciousness of the addressee, and the patterns of representation of motivational models are refracted through the features of discourse.…”
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The Impact of Digital Transformation Job Autonomy on Lawyers’ Support for Law Firms’ Digital Initiatives: The Mediating Role of Cognitive Adjustment and the Moderating Effect of Le... by Bowei Liu, Shuang Cheng, Qiwei Zhou, Xueting Shi

“…Digital transformation has reshaped knowledge creation patterns, business models, and practices within the legal industry. …”
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Teaching Education Process and Citizenship in the Contemporary Digital Environment. Pre and Post-Covid Perspectives by Despina Karakatsani, Jaroslaw Kinal

“…Contemporary education (4.0) is focused on practical education, where the space for shaping attitudes and creating behaviour patterns is marginalised. …”
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A Critical Review of the Carbon–Energy Nexus Within the Construction Sector’s Embodied Emissions: A Case Study in the United Arab Emirates by Yara Al Jundi, Hassam Nasarullah Chaudhry

“…Additionally, a case study of four residential low-rise projects in Abu Dhabi is conducted to analyze the energy-based carbon emissions of construction projects, examine their patterns over the entire construction period, and determine the energy-based carbon emission intensity of projects typically powered by diesel generators. …”
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Towards ubiquitous radio access using nanodiamond based quantum receivers by Qunsong Zeng, Jiahua Zhang, Madhav Gupta, Zhiqin Chu, Kaibin Huang

“…The unique response of each nanodiamond to applied microwaves allows for distinguishable patterns of fluorescence intensities, enabling multi-user signal demodulation. …”
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Modeling the partial equilibrium in the milk and dairy market in Ukraine by S. Kvasha, N. Davydenko, A. Ivanko, Z. Titenko

“…The goals of the article are a definition of patterns of change in demand and supply of milk and dairy in the market of Ukraine and revealing the regularities of establishing of partial equilibrium state. …”
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Internal structure of the action and acceptance questionnaire II (AAQ-II): evidence for a three-factor and bifactor model in two samples of university students by Daniel Núñez, César Villacura-Herrera, Javier Cubillos, Martín Donoso, Álvaro I. Langer

“…Background Experiential avoidance (EA), defined as an inflexible behavioral pattern by which a person tries to avoid contact with private unpleasant situations, is considered a transdiagnostic variable associated with various psychopathological disorders. …”
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Robust Regression as a Sensible Alternative to the Weighted Ordinary Least Squares Regression in case of Heteroskedasticity. A Tutorial by Annalisa Orenti, Anna Zolin, Ettore Marubini, Paolo Antonelli, Federico Ambrogi, Bruno Mario Cesana

“…Discussion: In presence of a heteroskedastic pattern of the residuals, the suggestion to use robust regression procedures which can also deal with the almost sure presence of outliers seems more sensible. …”
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Assessment of Environmental Dynamics and Ecosystem Services of <i>Guadua amplexifolia</i> J. Presl in San Jorge River Basin, Colombia by Yiniva Camargo-Caicedo, Jorge Augusto Montoya Arango, Fredy Tovar-Bernal

“…The results show a 12% decline in total vegetated area from 2002 to 2012, followed by an 8% recovery by 2022, with bamboo-dominated stands following a similar pattern. Communities identified raw material provision (87% of mentions), climate regulation (82%), and cultural–recreational benefits (58%) as the most important services provided by <i>G. amplexifolia</i>. …”
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Study on Improving Liquid Carrying Performance of Horizontal Wells With Swirl Jet Composite Device by Huizhen Liang, Lin Mu, Jinyong Li, Chengzhen Li, Jian Ma

“…ABSTRACT In the later stages of horizontal gas well development, due to insufficient formation energy, the stratified flow of gas and liquid in the horizontal section generates a decrease in the well's liquid‐carrying capacity, accumulating liquid in the wellbore. Since the flow pattern of gas–liquid two‐phase flow in horizontal wells is significantly different from that in vertical wells, existing vertical well liquid removal and gas production technologies cannot be directly applied to address the liquid accumulation issues in horizontal wells. …”
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MT-CMVAD: A Multi-Modal Transformer Framework for Cross-Modal Video Anomaly Detection by Hantao Ding, Shengfeng Lou, Hairong Ye, Yanbing Chen

“…To address the sparse anomaly supervision dilemma, we propose a hybrid learning objective that integrates dual-stream reconstruction loss with prototype-based contrastive discrimination, enabling the joint optimization of pattern restoration and discriminative representation learning. …”
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Recent Advances in Resistive Gas Sensors: Fundamentals, Material and Device Design, and Intelligent Applications by Peiqingfeng Wang, Shusheng Xu, Xuerong Shi, Jiaqing Zhu, Haichao Xiong, Huimin Wen

“…Moreover, the incorporation of artificial intelligence (AI) and Internet of Things (IoT) technologies has significantly advanced signal processing, pattern recognition, and long-term operational stability. …”
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Rose ‘Casino’ as an Element of Landscape Architectural Composition in the Courtyard of the Church of St George in Belgrade Under Changing Climate Conditions by Skočajić Dejan, Čukanović Jelena, Petrov Djurdja, Galečić Nevenka, Kolarov Radenka, Đorđević Sara, Ocokoljić Mirjana

“…The aim of the research was to assess the impact of changing climate conditions on its phenological flowering pattern. The evaluation assessed frost damage and timing of the phenological flowering phases - bud break, beginning of flowering, full bloom and end of flowering-as well as daily flowering abundance. …”
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Determination of Bioactive Components in Chrysanthemum Tea (Gongju) Using Hyperspectral Imaging Technique and Chemometrics by Yunpeng Wei, Huiqiang Hu, Minghua Yuan, Huaxing Xu, Xiaobo Mao, Yuping Zhao, Luqi Huang

“…Combining hyperspectral imaging (HSI) with key wavelength selection and pattern recognition methods, this study developed a novel approach to estimating the content of bioactive components in chrysanthemums, including the total flavonoids (TFs) and chlorogenic acids (TCAs). …”
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Automatic crop type mapping based on crop-wise indicative features by Junru Yu, Longcai Zhao, Yanfu Liu, Qingrui Chang, Na Wang

“…This process yielded the DCIF extractor that can capture the unique feature pattern on any given day during the entire growing period. …”
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Unsupervised Feature Representation Based on Deep Boltzmann Machine for Seizure Detection by Tengzi Liu, Muhammad Zohaib Hassan Shah, Xucun Yan, Dongping Yang

“…The Electroencephalogram (EEG) pattern of seizure activities is highly individual-dependent and requires experienced specialists to annotate seizure events. …”
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Spatiotemporal evolution and trend prediction of coupled coordination between digital technology and manufacturing green transformation from provinces in China by Xin Huang, Xin Huang, Hongbing Deng, Hongbing Deng

“…The key findings of the study are as follows: (1) Digital technology and MGT have been progressing steadily in China, with continuous improvements in the level of development; (2) The degree of coupling coordination has shown consistent growth over the years, yet the distribution remains relatively uneven, exhibiting a “trapezoidal” spatial pattern with higher values in the eastern regions and lower values in the western regions; (3) Regional differences play a crucial role in the overall differences of the D-G system; and (4) The traditional Markov chain results show that the probability of the D‐G system maintaining the original state stage in the future is greater than 88.67%. …”
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