Effect of Anaerobic Fermentation on the Aroma Characteristics of Yunnan Arabica Coffee by Chong LU, Xinxin YU, Faguang HU, Xingfei FU, Yuhong ZHAO, Wenjiang DONG

“…In this study, Yunnan Arabica coffee (Coffea arabica L.) was used as raw material, with gas chromatography-mass spectrometry (GC-MS) and electronic nose employed as primary techniques to analyze the transformation of volatile flavor compounds during anaerobic fermentation, followed by the application of multivariate statistical methods to elucidate the evolving patterns of aroma characteristics. …”
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Road Perception for Autonomous Driving: Pothole Detection in Complex Environments Based on Improved YOLOv8 by Siyuan Kong, Qiao Meng, Xin Li, Zhijie Wang, Xin Liu, Bingyu Li

“…However, existing detection methods are often affected by variations in lighting, weather conditions, and complex environments, resulting in lower detection precision and recall rates. …”
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A Comparative Study of Deep Audio Models for Spectrogram- and Waveform-Based SingFake Detection by Minh Nguyen-Duc, Luong Vuong Nguyen, Huy Nguyen-Ho-Nhat, Tri-Hai Nguyen, O-Joun Lee

“…Our findings contribute to developing more effective deepfake singing detection methods, with implications for security, media authentication, and digital content protection.…”
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Assessing the Role of EEG Biosignal Preprocessing to Enhance Multiscale Fuzzy Entropy in Alzheimer’s Disease Detection by Pasquale Arpaia, Maria Cacciapuoti, Andrea Cataldo, Sabatina Criscuolo, Egidio De Benedetto, Antonio Masciullo, Marisa Pesola, Raissa Schiavoni

“…To demonstrate the robustness of the proposed preprocessing methods, binary classification tasks with Support Vector Machines (SVMs), Random Forest (RF), and K-Nearest Neighbor (KNN) classifiers are used. …”
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Contribution of A.V. Zaporozhets and L.A. Venger to the Solution of Methodological Issues in Child and General Psychology by Nikolay E. Veraksa

“…Methods. The work is of a theoretical nature. Structural-dialectical analysis was used as a research method, the main attention was paid to the analysis of the works of L.S. …”
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Water Carcinogenicity and Prevalence of HPV Infection in Esophageal Cancer Patients in Huaihe River Basin, China by Maliha Ghaffar, Jintao Li, Lei Zhang, Sara Khodahemmati, Minglian Wang, Yangjunqi Wang, Lijiao Zhao, Runqing Jia, Su Chen, Yi Zeng

“…Methods. Two-step cell transformation was used to study different sources of water in the malignant cell transformation, and the existence of 3-methylcholanthrene (3-MC) in water was analyzed from the river and shallow and deep wells. …”
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Intra-Technology Enhancements for Multi-Service Multi-Priority Short-Range V2X Communication by Ihtisham Khalid, Vasilis Maglogiannis, Dries Naudts, Adnan Shahid, Ingrid Moerman

“…Cooperative Intelligent Transportation Systems (C-ITSs) are emerging as transformative technologies, paving the way for safe and fully automated driving solutions. …”
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Web-based digital twin online laboratories: Methodologies and implementation [version 3; peer review: 2 approved, 1 approved with reservations] by Zhongcheng Lei, Wenshan Hu, Hong Zhou, Guo-Ping Liu

“…Methods: In this article, web-based digital twin online laboratories are discussed, the methodologies and implementation of which are presented in detail. …”
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Web-based digital twin online laboratories: Methodologies and implementation [version 2; peer review: 1 approved, 2 approved with reservations] by Zhongcheng Lei, Wenshan Hu, Hong Zhou, Guo-Ping Liu

“…Methods: In this article, web-based digital twin online laboratories are discussed, the methodologies and implementation of which are presented in detail. …”
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The MacqD deep-learning-based model for automatic detection of socially housed laboratory macaques by Genevieve Jiawei Moat, Maxime Gaudet-Trafit, Julian Paul, Jaume Bacardit, Suliann Ben Hamed, Colline Poirier

“…Abstract Despite advancements in video-based behaviour analysis and detection models for various species, existing methods are suboptimal to detect macaques in complex laboratory environments. …”
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Conversion of alkanes under single pulse of hydrodynamic cavitation. I. Behavior of C₁₃–C₁₅ alkanes by V. N. Torhovsky, S. I. Vorobyev, E. V. Egorova, S. V. Ivanov, S. N. Gorodsky

“…There are many different methods of petrochemical raw materials activation. …”
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Study of the prevalence of morphological varieties of cleft lip and palate in a tertiary medical center by José Fernando Polanski, Bruno Saty Kliemann, Emanuelly Freyhardt, Rita de Cassia Tonocchi, Renato da silva freitas

“…Methods: Observational, cross-sectional, retrospective study, based on a review of medical records of children born between 1989 and 2014 who had some kind of cleft lip and/or palate. …”
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MFGC-Net: Bridging and Fusing Multiscale Features and Global Contexts for Multitask Sea Ice Fine Segmentation by Tianen Ma, Xinwei Chen, Linlin Xu, Pengfei Ma, Peilin Yu

“…Initially, a cross-scale interaction module was constructed in the encoder that utilizes cross attention to seamlessly capture multiscale features, effectively bridging the semantic information gap between different layers. Subsequently, a context transformer block based on efficient multihead self-attention was developed to model remote dependencies across spatial and channel dimensions, thereby enhancing the extraction of multiscale global contextual information. …”
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Learning from Two Early Brownfield Redevelopment Projects in Italy: Soil Desealing, Cooling Effects, and Implementation of Nature-Based Solutions Through Traditional Planning Tools by Enzo Falco, Emanuele Garda, Linda Zardo, Chiara Cortinovis

“…This article adopts ex ante and ex post methods to analyse two Italian case studies of brownfield regeneration involving desealing interventions and investigates two key aspects: (i) the planning process and tools that were put in place to implement the projects and (ii) the impacts for human wellbeing that were produced in terms of cooling effects. …”
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Role of Non-Black earth swamps in Russia's ecosystem by Avramenko M. V., Ivanova T. G., Dolganova M. V., Nozdracheva E. V., Chigrai O. N., Isaev R. I.

“…Field survey, floristic, geobotanical, and ecological research methods were employed. The key factors influencing cenotic diversity in wetlands were identified as water mineralization and moisture variability. …”
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Development of a data-driven urban immunity assessment model: providing a new benchmark for urban governance under public health emergencies by Peng Cui, Peng Cui, Saiya Cao, Ruize Qin, Fan Zhang

“…It refines the theoretical framework of urban immunity, analyzes urban immune response mechanisms, develops an immunity indicator system, assesses the spatiotemporal patterns of urban immunity, and builds a decision-making model using intelligent optimization methods to generate optimized solutions for different scenarios. …”
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“Locality – Adaptation” Research of Hydropower Resettlement Communities in the Jinsha River Basin: A Case Study of Ludila Hydropower Station by Fang WANG, Zhuoqi LI, Haoyi XU, Jiaqi YAN

“…By constructing a “locality – adaptation” conservation framework, the research reveals how resettlers rebalance local elements through adaptive strategies such as selective preservation, innovative transformation, and memory-driven reconstruction in newly constructed environments.MethodsAs a typical scenario of abrupt changes in social – ecological systems, the environmental shocks experienced by relocated settlements provide a natural experimental setting for studying human habitat adaptability. …”
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Happiness at work in small and medium-sized enterprises: an analysis of innovation and creativity by Orlando Josué Martínez-Arvizu, Mario Alberto Salazar-Altamirano, Esthela Galván-Vela, Rosa Anaya-Aguilar, Carmen Anaya-Aguilar

“…Methods The research adopted a non-experimental quantitative approach using a cross-sectional design. …”
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FD²-YOLO: A Frequency-Domain Dual-Stream Network Based on YOLO for Crack Detection by Junwen Zhu, Jinbao Sheng, Qian Cai

“…However, most existing methods use multi-scale and attention mechanisms to improve on a single backbone, and this single backbone network is often ineffective in detecting slender or variable cracks in complex scenarios. …”
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Camerados: Deleuze and Whitman in Love by Michael Hinds

“…This essay seeks to stress the importance of the American poet Walt Whitman to Gilles Deleuze, using how love is variously explored to think about their methods in relationality. I firstly consider how many classic responses to Whitman express division regarding his work. …”
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