Finger drawing on smartphone screens enables early Parkinson's disease detection through hybrid 1D-CNN and BiGRU deep learning architecture. by Zhaohui Zhu, E Wu, Pengfei Leng, Jiajun Sun, Mingming Ma, Zhigeng Pan

“…Our hybrid model combined multi-scale convolutional feature extraction (using parallel 1D-Convolutional branches) with bidirectional temporal pattern recognition (via gated recurrent unit [GRU] networks) to analyze movement abnormalities and detect the disease.…”
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Innate immune recognition of Mycobacterium tuberculosis: receptor engagement and inflammatory outcomes at the site of infection by N.E. Mvubu

“…It has been estimated that one-third of the world's population is latently infected with M. tuberculosis; however, only ∼10 million individuals develop an active disease annually. The innate immune defence system is the first to encounter the bacilli and initiates a cascade of events to protect the host from developing tuberculosis. …”
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Subsequent primary cancer risk and mortality among premenopausal breast cancer survivors by Mei Yang, Zhihuai Wang, Jiao Xue, Jianbo Dai, Chunfu Zhu, Xihu Qin

“…However, less is known about the risk pattern of subsequent primary cancer (SPC) and noncancer diseases among them. …”
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Digital media consumption from childhood to pre-adolescence: the research-action "One Bit at a Time" in Italy for Digital Education among children/teachers and families by Gabriele Lugaro, Jacopo Ferro, Cosimo Di Bari

“…The article outlines the results of a research and training project that examined the habits and patterns of digital device usage among 1,014 families with children aged 0-6 years and 7-11 years in the Liguria region. …”
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Identifying the Components of Iranian Adolescent Compassionate Mind Training Program by Somayeh Mohebi, Iraj Shakerinia, Mahnaz Khosrojavid, Abbas Abolghasemi, Abbas Ali Hossein Khanzadeh:

“…Thematic analysis (Sterling, 2001) was conducted in different stages including familiarization with data, generating initial codes, creating thematic networks, and interpreting patterns to form a cohesive model. ResultsThis study's thematic analysis identified and categorized 61 core themes, broadly classified into three dimensions: social, familial, and individual. 9 basic themes were repeated more than four times, thus selected as essential components of the program:Table 1. …”
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Adaptive Weighted Diversity Ensemble Learning Approach for Fetal Health Classification on Cardiotocography Data by K. Aditya Shastry, Mohan Sellappa Gounder, T. G. Mohan Kumar, D. U. Karthik, V. Sushma, D. Subashree

“…This research aims to enhance fetal health assessment accuracy by developing a robust model through the integration of advanced ensemble learning techniques with feature selection, scaling, and adaptive weighting mechanisms. …”
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Remaining useful life prediction of a small sample of aero-engine based on an improved gray Markov model by Dong-hai Li, Ji-liang Tu, Hui Liu, Nai-zhi Liao

“…To address this issue, this study presents a novel data-physics fusion framework using the NASA turbine engine public dataset as the operational data for the study. First, a two-stage feature engineering strategy is designed: (1) Spearman correlation analysis identifies degradation-sensitive physical parameters. (2) Principal component analysis reduces dimensionality while preserving degraded trajectory patterns. …”
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Interactive online learning method for students based on artificial intelligence by Cizhang Li, Wenfen Yin

“…The proposed DMO-GRU framework leverages the optimization capability of DMO for feature selection and parameter tuning, while GRU effectively captures temporal learning patterns in student data. …”
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Analyzing and Rewarding Credit Card Spending Habits in India: a Machine Learning Approach by Renuka Agrawal, Aryan Khanna, Safa Hamdare

“…The proposed work addresses this gap by leveraging machine learning techniques to analyze and assess credit card spending patterns and propose design targeted reward programs. …”
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Microwave synthesized and laser activated hyaluronic/polyacrylate/basil seed cloud seeding glaciogenic/hygroscopic nanocomposite by Sholeh Masoomi, Mohammad Mahdi Doroodmand, Fazlolah Eshghi

“…Also, these amorphous nanocomposites exhibited pseudo-stacking disorder properties in their X-ray diffraction patterns making them a promising cloud seeding agent with glaciogenic properties. …”
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A corpus-based assessment of vocabulary in interpreting textbooks by Dandan Sheng, Xin Li

“…Abstract Undergraduate interpreting training programs rely heavily on high-quality textbooks to develop student interpreters’ interpreting competence. …”
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Infectivity and fatality of influenza in pre- and post-COVID-19 pandemic year. by Shuanglin Jing, Hao Wang

“…We aim to compare influenza's epidemiological characteristics between pre-pandemic and post-pandemic periods to inform public health responses. We develop two influenza transmission models incorporating age structure and multi-strain dynamics, featuring time-varying transmission and mortality rates. …”
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Automatic Detection for Mining Subsidence Areas Using the CBAM-Enhanced VGG-UNet Model With Long Time Series InSAR Interferograms by Kegui Jiang, Keming Yang, Mengting Gao, Liuguo Zhu, Chuang Jiang

“…A total of 103 mining subsidence sites were identified, and their long-time series characteristics and the spatial distribution pattern of subsidence accumulation duration were analyzed. …”
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Landslide and Collapse Susceptibility Analysis in Wenchuan Earthquake-damaged Area Based on Ensemble Learning Methods by DING Jiawei, WANG Xiekang

“…Given these circumstances, it is imperative to develop assessment models for landslide and collapse susceptibility to facilitate early prevention of compound flash flood disasters in Wenchuan County. …”
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Production and molecular identification of polyploids from Bendizao tangerine in Huangyan by ZHANG Chenglei, XIA Zewen, XU Xinyan, LIU Gaoping, PAN Liqin, WU Xiaomeng, GUO Wenwu, XIE Kaidong

“…Among the polyploids identified from the seedlings, 19 tetraploids exhibited an identical band pattern to that of Bendizao tangerine, suggesting that they might originate from the natural doubling of nucellar cells in Bendizao tangerine. …”
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Gait Optimization Method for a Large Heavy Load Biped Robot Based on Particle Swarm Optimizer Algorithm by Huanhuan Ren, Xuanji Guo, Mingzhibo He, Chengshuai Ma, Chengzhi Su

“…In this paper, we present the innovative design of a highly robust bipedal robot featuring parallel legs and delve into its intricate gait planning strategy. …”
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Synthesis and Application of 4′-<i>C</i>-[(<i>N</i>-alkyl)aminoethyl]thymidine Analogs for Optimizing Oligonucleotide Properties by Kota Fujiki, Yuri Kakisawa, Elsayed M. Mahmoud, Yoshihito Ueno

“…Additionally, oligonucleotides modified with the developed analogs preserved their RNase H cleavage susceptibility, albeit inducing minor alterations in the cleavage pattern. …”
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Linking sensory processing challenges to autism-related factors: observational evidence from Pakistan by Sana Khawer, Mohammad Ismail, Sitwat Zehra

“…Conclusions These findings can be utilized to understand the pattern of sensory challenges associated with ASD factors. …”
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Expert decision-making in clinicians: An auto-analytic ethnographic study of operational decision-making in urgent care. by Nicola Irvine, Robert Van Der Meer, Itamar Megiddo

“…Experts made intuitive use of pattern-matching to extract key data from large volumes of information which triggered the spontaneous manifestation of solutions. …”
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A non-electrical pneumatic hybrid oscillator for high-frequency multimodal robotic locomotion by Genliang Chen, Yongzhou Long, Siyue Yao, Shujie Tang, Junjie Luo, Hao Wang, Zhuang Zhang, Hanqing Jiang

“…Leveraging the characteristic capabilities of the oscillator, three distinct robots are developed, including a bionic jumping robot with high motion speed, a crawling robot with a pre-programmed logic gait, and a swimming robot with adjustable motion patterns. …”
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