Multi-omics analysis reveals genetic architecture and local adaptation of coumarins metabolites in Populus by Wenke Zhang, Zhuoying Jin, Rui Huang, Weixiong Huang, Lianzheng Li, Yuling He, Jiaxuan Zhou, Chongde Tian, Liang Xiao, Peng Li, Mingyang Quan, Deqiang Zhang, Qingzhang Du

“…Furthermore, we constructed a genetic network of seven candidate genes that coordinately regulate coumarins biosynthesis, revealing the multiple regulatory patterns affecting coumarins accumulation in Populus tomentosa. …”
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Study protocol: Return to Country, an Australia-wide prospective observational study about returning First Nations renal patients home by Alan Cass, Mandy Truong, Scott Jones, Stephen McDonald, Sandawana William Majoni, Yomei Jones, Cecilia Preece, Fiona Heerink, Andrew John Mallett, Cherian Sajiv, Khalil Patankar, Eddie Mulholland, Solomon Woldeyohannes, Paul Lawton

“…This will be achieved by mixed-methods data collection at health service (audit and process data), staff (surveys and qualitative interviews) and patient (survey testing, feedback sessions, health outcomes) levels. A process evaluation will identify barriers and enablers to health services changes in relation to cultural safety. …”
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ADME gene-driven prognostic model for bladder cancer: a breakthrough in predicting survival and personalized treatment by Haojie Dai, Xi Zhang, You Zhao, Jun Nie, Zhenyu Hang, Xin Huang, Hongxiang Ma, Li Wang, Zihao Li, Ming Wu, Jun Fan, Ke Jiang, Weiping Luo, Chao Qin

“…Immediately following this, we selected core genes based on the PPI network and explored the prognostic potential of the core genes as well as immune modulation, and pathway activation. …”
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Synthesis of Meso Carbon Micro Beads from Mesophase Pitch by Suspension Method by A. R. Yousefi, M. Sobhani, Sh. Torkian, H. Jamali, H. Sheikh, M. R. Loghman Estraki

“…According to the obtained results, the presence of x-ray patterns located at 2θ equal to 26 and 43 degrees confirmed the formation of a graphite hexagonal network. …”
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Bridging the Gap: The State of Global Transplant Research Collaboration by Isabella Faria, MD, Stalin Canizares, MD, Adriana Montalvan, MD, MPH, Paulo N. Martins, MD, PhD, Griffin M. Weber, MD, PhD, Marwan Kazimi, MD, Devin E. Eckhoff, MD

“…Through a comprehensive bibliometric and network analysis of 5 high-impact factor transplantation journals from 2012 to 2021, we evaluated scientific production and collaboration patterns in 9 250 articles. …”
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Altered brain dynamics in post-stroke cognitive and motor dysfunction by Xiaoying Liu, Guihua Song, Xiaoyun Zhuang, Ying Zhang, Xiaoyang Wang, Yin Qin, Yin Qin

“…Hidden markov model (HMM) was employed for the rs-fMRI data, aiming to identify the repetitive states of brain activity while further assessing the temporal properties and activation patterns in PSCMD. Additionally, the correlation between the HMM state characteristics and clinical scale scores was systematically evaluated.ResultsFive HMM states were ultimately identified. …”
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Desiccation cracking remediation through enzyme induced calcite precipitation in fine-grained soils under wetting drying cycles by Kaniz Roksana, Shaini Aluthgun Hewage, Melissa Montalbo Lomboy, Chaosheng Tang, Wei Xue, Cheng Zhu

“…Multiple fluid samples, including a control sample, a cementation solution containing 1 M urea, 0.675 M CaCl2, and 4 g/L milk, along with various concentrations of enzyme solutions (3–80 g/L), were tested for the study. To evaluate the surface cracking patterns, the method involved constant monitoring and photo recording using a high-resolution camera aided by image processing software. …”
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Choosing a starting professional trajectory: job-education mismatch effect by A. D. Melnik, A. E. Sudakova, N. L. Antonova

“…The findings, derived from a quantitative assessment of the university-business partnership network, raise concerns about how this network is managed by universities, especially within federal universities and those adhering to the industrial leadership track outlined in the programme Priority-2030. …”
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An Enhanced Framework for Assessing Pluvial Flooding Risk with Integrated Dynamic Population Vulnerability at Urban Scale by Xinyi Shu, Chenlei Ye, Zongxue Xu, Ruting Liao, Pengyue Song, Silong Zhang

“…By constructing a hydrological–hydrodynamic coupled model using the SWMM and LISFLOOD-FP, this study evaluates the drainage capacity of the pipe network and surface inundation characteristics under both historical and design rainfall scenarios. …”
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Identification and functional analysis of energy metabolism and pyroptosis-related genes in diabetic nephropathy by Shan He, Jian Ye, Yu Wang, Lu yang Xie, Si Yi Liu, Qin kai Chen

“…Subsequent analyses included Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment, Gene Set Enrichment Analysis (GSEA), and Protein-Protein Interaction (PPI) network analysis. Additionally, mRNA-miRNA, mRNA-drug, and mRNA-transcription factor (TF) interaction networks were constructed. …”
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Classification of maize seed hyperspectral images based on variable-depth convolutional kernels by Yating Hu, Hongchen Zhang, Hongchen Zhang, Changming Li, Qianfu Su, Wei Wang

“…This design enables the network to adaptively extract continuous spectral features by modulating kernel depth, while simultaneously capturing fine-grained textural patterns through hierarchical convolutional operations. …”
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Use of camera traps to record wild red panda activity in eastern Nepal by Sonam T. Lama, Kathryn A. Bugler, James G. Ross, Adrian M. Paterson

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Urban fluxes for free: Estimating urban turbulent surface fluxes from crowdsourced meteorological canyon layer observations by W. van der Meer, F. Zantinge, G.J. Steeneveld

“…Also, the spatial variance of temperatures recorded in a network of Netatmo stations (varT) appears to be a good predictor for the incoming solar radiation. …”
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SMaRT: Stick via Motion and Recognition Tracker by Fatih Emre Simsek, Cevahir Cigla, Koray Kayabol

“…This integration enables the simultaneous regression of object locations and extraction of re-identification vectors within a single neural network. Evaluations on the DIVOTrack, MOT17 and SOMPT22 datasets demonstrate significant improvements over previous state-of-the-art methods in terms of Higher Order Tracking Accuracy (HOTA), Multi-Object Tracking Accuracy (MOTA), and Association Accuracy (AssA). …”
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Group attention for collaborative filtering with sequential feedback and context aware attributes by Hadise Vaghari, Mehdi Hosseinzadeh Aghdam, Hojjat Emami

“…However, due to individual variations in rating patterns and dynamic interplays of item attributes, it becomes challenging to model user preferences accurately. …”
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IoT-enabled real-time health monitoring system for adolescent physical rehabilitation by Jie Yang, Juanjuan Hu, Wenrui Chen

“…The system demonstrated a motion pattern recognition accuracy exceeding 95% and a response time consistently below 250 ms under various network conditions. …”
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Interactive online learning method for students based on artificial intelligence by Cizhang Li, Wenfen Yin

“…This study proposes a novel approach that integrates the Dwarf Mongoose Optimization (DMO) algorithm with a Gated Recurrent Unit (GRU) neural network to develop an AI-powered interactive online learning model. …”
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Transforming physical fitness and exercise behaviors in adolescent health using a life log sharing model by Shanshan Wang, Jingwu Liu

“…IntroductionThis study investigates the potential of a deep learning-based Life Log Sharing Model (LLSM) to enhance adolescent physical fitness and exercise behaviors through personalized public health interventions.MethodsWe developed a hybrid Temporal–Spatial Convolutional Neural Network-Bidirectional Long Short-Term Memory (TS-CNN-BiLSTM) model. …”
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Advanced Hybrid RNN Architectures for Real-time Cryptocurrency Forecasting and Strategic Trading Optimization by Kehelwala Dewage Gayan Maduranga, Shamima Nasrin Tumpa

“…This study introduces advanced hybrid Recurrent Neural Network (RNN) architectures—LSTM-GRU, GRU-BiLSTM, and LSTM-BiLSTM—to enhance the predictive accuracy of cryptocurrency price forecasting. …”
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A Brazilian bioregionalization reappraisal based on Angiosperm distribution: a biogeographical and conservation overview by Luísa Lucresia, Thomas R. Meagher, Paulo Takeo Sano

“…Angiosperm records were compiled from online herbaria and filtered for taxonomical and geographical accuracy according to Flora e Funga do Brasil. A network analysis was performed with InfoMap Bioregions and similarity amongst recognized bioregions was evaluated with an Unweighted Pair Group Method with Arithmetic Mean. …”
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