MAFONN-EP: A Minimal Angular Feature Oriented Neural Network based Emotion Prediction system in image processing by L.B. Krithika, G.G. Lakshmi Priya

“…To overcome these issues, this paper develops the new facial emotion recognition technique named as Minimal Angular Feature Oriented Neural Network based Emotion Prediction (MAFONN-EP). …”
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Study of component features of essential oils of <i>Rosmarinus officinalis</i> and <i>Salvia sclarea</i> of Crimean origin by R. E. Ermachenkov, A. L. Markov, M. M. Agaev, E. V. Burtseva, I. I. Terninko

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Spatial patterns and MRI-based radiomic prediction of high peritumoral tertiary lymphoid structure density in hepatocellular carcinoma: a multicenter study by Juan Chen, Xiong Chen, Kai Fu, Lan Zhou, Shichao Long, Mengsi Li, Linhui Zhong, Aerzuguli Abudulimu, Wenguang Liu, Deng Pan, Ganmian Dai, Yigang Pei, Wenzheng Li

“…Radiomic features were extracted from intratumoral and peritumoral regions of interest and analyzed using machine learning algorithms to develop a predictive classifier. …”
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Enhanced air quality prediction using adaptive residual Bi-LSTM with pyramid dilation and optimal weighted feature selection by R. Sudha, Ajith Damodaran, Gunaselvi Manohar

“…After extracting the weighted features, classification is carried out using an Adaptive Residual Bi-LSTM network combined with Pyramid Dilation (ARBi-LSTM-PD), which significantly increase the model’s potential to identify complex patterns within the data. …”
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Effect of Solid-state Fermentation by Yeast on the Structural and Functional Properties of Wheat Bran Proteins by Tingting SHI, Yujie LU, Jiawei PEI, Runfang GUO

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Application of Machine Learning Techniques for Bearing Fault Diagnosis by Sarra Eddai, Nabih Feki, Ahmed Ghorbel, Abdelkhalak El Hami, Mohamed Haddar

“…The methodology employed encompasses a systematic approach, including data preprocessing, feature extraction, and model development. This research employs advanced machine learning techniques, including Support Vector Machine (SVM), K-Nearest Neighbors (KNN), Decision Tree, and Naive Bayes algorithms, in conjunction with time-domain and frequency-domain feature extraction methods. …”
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Daily Activity Patterns and Overlap Activity of Medium–Large Mammals in Sülüklü Lake Nature Park, Western Black Sea Region, Türkiye by Fehmi Yildiz, Ali Uzun

“…However, information on these mammals' activity patterns and co‐occurrence, specifically in Türkiye, is limited. …”
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Comparative analysis of electrical signals in facial expression muscles by Luna Adamov, Bojan Petrović, Lazar Milić, Vojin Štrbac, Sanja Kojić, Karunan Joseph, Goran M. Stojanović

“…Examples of pattern recognition showed promising avenues for further research and development. …”
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Intellectual ability and cortical homotopy development in children and adolescents by Li-Zhen Chen, Xi-Nian Zuo

“…Using longitudinal data and a novel metric of functional homotopy, Homotopic Functional Affinity (HFA), we investigated the developmental patterns of functional homotopy and its relationship with intelligence. …”
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Digital Finance in the Context of Developing a Digital Human by Kornіvska Valerіia O.

“…The article describes the impact of digital financial technologies on personality through their close integration into everyday life and the accelerated spread of financially-oriented behavior patterns, which stimulate the development of new format values, particularly the value of processual consumption. …”
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Regional Experience in Supporting the Development of Agricultural Consumer Cooperation by Natalya M. Suray, Marina G. Mirgorodskaya, Aleksey N. Kuraev, Petr S. Burlankov, Yulia V. Melnikova

“…The paper introduces various patterns of formation and development of agricultural cooperation at the regional level. …”
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Schematic language of public cultural spaces in traditional villages of Shaanxi Province and its suitable construction model by Jing Zhang, Yuchen Xia, Subin Xu, Bolin Lei

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Identifying patterns of high intraoperative blood pressure variability in noncardiac surgery using explainable machine learning: a retrospective cohort study by Zheng Zhang, Jian Wu, Yi Duan, Linwei Liu, Yaru Liu, Jinghan Wang, Li Xiao, Zhifeng Gao

“…However, practical tools to characterize perioperative factors associated with HIBPV remain limited. This study aimed to develop explainable supervised machine learning (ML) models to classify patients with HIBPV and to identify structural perioperative patterns associated with HIBPV through model interpretation.Materials and Methods This retrospective cohort study analyzed 47,520 noncardiac surgery cases from Beijing Tsinghua Changgung Hospital. …”
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EXPERIENCE IN PRESERVING THE GENETIC DIVERSITY OF STONE FRUITS USING THE BORDER HEDGING TECHNOLOGY by G. V. Eremin, T. A. Gasanova, V. G. Eremin, I. S. Chepinoga

“…Among them are biological features of the in situ plant growth habit, including vigor, selection of rootstock or decision on own-root cultivation, layout of the plot, and maintenance system. …”
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Multi-channel spatio-temporal graph attention contrastive network for brain disease diagnosis by Chaojun Li, Kai Ma, Shengrong Li, Xiangshui Meng, Ran Wang, Daoqiang Zhang, Qi Zhu

“…Specifically, we first construct dynamic brain functional networks from fMRI data with sliding windows, and embed the structural connectivity derived from diffusion tensor imaging (DTI) to the dynamic functional connectivity graph representation to construct multi-modal brain network. Second, we develop a multi-channel spatial attention contrastive network to extract topological features from the brain network within each time window. …”
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Potential Distribution of Tribe Erythroneurini in China Based on the R-Optimized MaxEnt Model, with Implications for Management by Xiaojuan Yuan, Weiwei Ran, Wenming Xu, Yuanqi Zhao, Di Su, Yuehua Song

“…The model was configured with LQP features and a default regularization multiplier value of 1. …”
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Evaluating the Effect of Environmental-Physical Factors on the Livability and Quality of Urban Streets (Case Study: Nader and Enghelab Streets in Sari City) by Armin Akhavan, Esmail Salehi, Shirin Toghyani

“…Besides, preserving and improvement of historical attractions and identification of the old fabric of Sari city as the center of the social life , utilization of valuable historical buildings and environments, maintaining and developing public services, open and green urban spaces, allocation of valuable urban environments(pathways and historical open spaces), allocation of pathways in the textures passing through the main historical passages and YAHYA holy shrine area and traditional market, in modern pattern combined with the existing structure of the city will play a significant role in enhancing the vitality and quality of the studied streets. …”
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Decoding the GRAS code: evolutionary phylogeny and functional diversification of a key gene family in Populus simonii by Junbo Chen, Guowei Yao, Xinru Bi, Yishuang Ren, Luping Jiang, Xiaoyu Xie, Lu Han, Wanying Chen, Yi Hao, Kewei Cai, Dandan Zhang, Xiyang Zhao

“…Analysis of cis-acting elements in the promoter regions indicated the presence of multiple regulatory elements associated with light responsiveness, phytohormone signaling, stress tolerance, and developmental regulation. Expression profiling showed that PSGRAS genes exhibit tissue-specific and stress-responsive expression patterns, suggesting their functional diversification in growth, development, and abiotic stress adaptation in Populus simonii. …”
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Uncovering the evolution of vanadium cycle in China during 2000–2022 by Dong Wu, Yong Geng, Ziyan Gao, Yifan Wu

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Correlations between morphological features of intracoronary thrombi and left ventricular structure and function in patients with ST-segment elevation myocardial infarction by D. D. Zerbino, D. I. Besh, M. Yu. Sokolov, O. M. Besh

“…The presence of peripheral infiltration of intracoronary thrombi with neutrophil leukocytes was associated with better left ventricular systolic function and less likely hood of development of left ventricular aneurysm or electrocardiographic QS pattern. …”
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