DualTransAttNet: A Hybrid Model with a Dual Attention Mechanism for Corn Seed Classification by Fei Pan, Dawei He, Pengjun Xiang, Mengdie Hu, Daizhuang Yang, Fang Huang, Changmeng Peng

“…High-resolution hyperspectral images of various corn varieties were collected, and a sliding sampling approach was employed to capture feature information across all spectral bands, resulting in the construction of a hyperspectral dataset for corn seed classification. Hyperspectral and RGB image data were then integrated to complement one another’s information and mitigate the insufficient feature diversity caused by single-source data. …”
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Efficient Hybrid Iterative Method for Signal Detection in Massive MIMO Uplink System over AWGN Channel by Zelalem Melak Gebeyehu, Ram Sewak Singh, Satyasis Mishra, Davinder Singh Rathee

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Altered cortical network dynamics during observing and preparing action in patients with corticobasal syndrome by Marius Krösche, Christian J. Hartmann, Markus Butz, Alfons Schnitzler, Jan Hirschmann

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Exploring the prognostic role of microbial and genetic markers in lung squamous cell carcinoma by Fan Yang, Xiaodong Jia, Zihuan Ma, Siyao Liu, Chunzi Liu, Dan Chen, Xiuju Wang, Niansong Qian, Hui Ma

“…LUSC patient data from The Cancer Genome Atlas (TCGA), including microbial genus level abundance data and RNA sequencing (RNA-Seq) data, were used as a training dataset. Two other independent datasets GSE19188 and GSE157009 serve as validation datasets. …”
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Identifying MTHFD1 and LGALS4 as Potential Therapeutic Targets in Prostate Cancer Through Multi-Omics Mendelian Randomization Analysis by Huan Han, Hanwen Su, Zhihua Lv, Chengliang Zhu, Jingtao Huang

“…Single-cell RNA sequencing data from the GSE176031 dataset were used to investigate the gene expression patterns. …”
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Evaluation of Coal Pore Connectivity Using N2 Sorption Isotherm and Spontaneous Imbibition Tests by Tong-qiang Xia, Jiao-fei He, Shi-xing Fan, Qiang-qiang Zhang, Zi-long Li, Dun-shuai Sun

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Low Profile Planar Inverted-L Antenna (PILA) for UHF RFID Tag on Signal Absorption and Reflection Surfaces by Minh-Tan Nguyen, Yi-Fang Lin, Chien-Hung Chen, Hoang-Son Luong, Hua-Ming Chen

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Hierarchical graph-based integration network for propaganda detection in textual news articles on social media by Pir Noman Ahmad, Jiequn Guo, Nagwa M. AboElenein, Qazi Mazhar ul Haq, Sadique Ahmad, Abeer D. Algarni, Abdelhamied A. Ateya

“…Notably, the model’s capacity to identify previously unseen examples across diverse openness scenarios at 82% accuracy using the ProText dataset was particularly significant.…”
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Social Cognition in Patients with Early-Onset Parkinson’s Disease by Ana Natalia Seubert-Ravelo, Ma Guillermina Yáñez-Téllez, María Lizbeth Lazo-Barriga, Alejandra Calderón Vallejo, Carlos Eduardo Martínez-Cortés, Adela Hernández-Galván

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Concordant Signal of Genetic Variation Across Marker Densities in the Desert Annual Chylismia brevipes Is Linked With Timing of Winter Precipitation by Daniel F. Shryock, Nila Lê, Lesley A. DeFalco, Todd C. Esque

“…Overall, we found that the datasets consistently characterized both neutral population structure and genetic–environmental associations. …”
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State-dependent inter-network functional connectivity development in neonatal brain from the developing human connectome project by Zhiyong Zhao, Ruolin Li, Yihan Wu, Mingyang Li, Dan Wu

“…This study aimed to investigate dynamic functional network connectivity (dFNC) using resting-state functional MRI in 244 full-term (age: 37–44 weeks) and 36 preterm infants (age: 37–43 weeks) from the dHCP dataset. We evaluated whether early dFNC exhibits age-dependent changes and is influenced by preterm birth. …”
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Catastrophizing Has a Better Prediction for TMD Than Other Psychometric and Experimental Pain Variables by Lisa Willassen, Anders Arne Johansson, Siv Kvinnsland, Kordian Staniszewski, Trond Berge, Annika Rosén

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Research on power plant security issues monitoring and fault detection using attention based LSTM model by Shengda Wang, Zeng Dou, Danni Liu, Han Xu, Ji Du

“…For the purpose of evaluating the proposed method, a real-world solar energy dataset is used. Results The findings acquired from this evaluation are compared to the results received from existing detection approaches such as Cryptography, Intrusion Detection System (IDS) methods, and Network Defense Schemes. …”
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Enhancing the utility of polygenic scores in Alzheimer’s disease through systematic curation and annotation by Savannah Mwesigwa, Yulin Dai, Nitesh Enduru, Zhongming Zhao, Zhongming Zhao

“…Using rank aggregation (RA), we prioritized consistently important variants and provided an R package, “PgsRankRnnotatR,” to automate this process.ResultsOf the six RA methods evaluated, “Dowdall” method was the most robust. Our refined dataset, enhanced by multiple RA options, is a valuable resource for AD researchers selecting PGSs or exploring AD-related genetic variants.DiscussionOur approach offers a framework for curating, harmonizing, and prioritizing PGS datasets, improving their usability for AD research. …”
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Enhancing Precipitation Nowcasting Through Dual-Attention RNN: Integrating Satellite Infrared and Radar VIL Data by Hao Wang, Rong Yang, Jianxin He, Qiangyu Zeng, Taisong Xiong, Zhihao Liu, Hongfei Jin

“…The results of experimental evaluations on the SEVIR dataset demonstrate that the DA-RNN model surpasses traditional methods on the test set. …”
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Rhizomucor and Scedosporium Infection Post Hematopoietic Stem-Cell Transplant by Dânia Sofia Marques, Carlos Pinho Vaz, Rosa Branca, Fernando Campilho, Catarina Lamelas, Luis Pedro Afonso, Manuel Jacome, Eduardo Breda, Eurico Monteiro, António Campos Júnior

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Racial and Socioeconomic Disparities in Out-Of-Hospital Cardiac Arrest Outcomes: Artificial Intelligence-Augmented Propensity Score and Geospatial Cohort Analysis of 3,952 Patients by Dominique J. Monlezun, Alfred T. Samura, Ritesh S. Patel, Tariq E. Thannoun, Prakash Balan

“…We conducted a retrospective cohort analysis of a prospectively collected multicenter dataset of adult patients who sequentially presented to Houston metro area hospitals from 01/01/07-01/01/16. …”
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Comparative analysis of correlation and causality inference in water quality problems with emphasis on TDS Karkheh River in Iran by Reza Shakeri, Hossein Amini, Farshid Fakheri, Man Yue Lam, Banafsheh Zahraie

“…Utilizing a comprehensive dataset spanning 50 years (1968–2018), this research integrates Machine Learning (ML) techniques to examine correlations and infer causality among multiple parameters, including flow rate (Q), Sodium (Na+), Magnesium (Mg2+), Calcium (Ca2+), Chloride (Cl−), Sulfate (SO4 2−), Bicarbonates (HCO3 −), and pH. …”
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Long-Term Health-Related Quality of Life in Kawasaki Disease-Related Coronary Artery Aneurysm: A Large Single-Center Assessment in Nanjing, China by Yun Zhou, MD, Mei Chen, MD, Wenting Gao, MD, Yu Chen, MD, Ying Meng, MD

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Ecological portraits: Mapping functional spectra and space characteristics of birds in China by Fei Duan, Ming Gao, Shuyi Zhu, Xiaoli Shen, Sheng Li

“…Using China’s 1445 bird species, we constructed a comprehensive dataset of their functional traits, encompassing morphological feature, dietary composition, fecundity and space utilization. …”
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