Real-Time Fault Diagnosis of Mooring Chain Jack Hydraulic System Based on Multi-Scale Feature Fusion Under Diverse Operating Conditions by Yujia Liu, Wenhua Li, Haoran Ye, Shanying Lin, Lei Hong

“…Hence, this paper proposes a real-time fault diagnosis method of the CJ hydraulic system based on multi-scale feature fusion. Firstly, the model incorporates a convolutional neural network (CNN) layer to extract localized spatial features from multivariate time-series data, effectively identifying fault patterns over the associated short intervals. …”
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<i>cBP-Tnet</i>: Continuous Blood Pressure Estimation Using Multi-Task Transformer Network with Automatic Photoplethysmogram Feature Extraction by Angelino A. Pimentel, Ji-Jer Huang, Aaron Raymond A. See

“…This research proposes <i>cBP-Tnet</i>, an efficient single-channel and model multi-task Transformer network designed for PPG signal automatic feature extraction. <i>cBP-Tnet</i> employed specialized hyperparameters—integrating adaptive Kalman filtering, outlier elimination, signal synchronization, and data augmentation—leveraging multi-head self-attention and multi-task learning strategies to identify subtle and shared waveform patterns associated with systolic blood pressure (SBP) and diastolic blood pressure (DBP). …”
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Arrears behavior prediction of power users based on BP neural network and multi-scale feature learning: a refined risk assessment framework by Liang Yu, Yuanshen Hong, Hua Lin, Xu Jiang, Ziming Song

“…These results indicate that the proposed method offers significant improvements in capturing user behavior patterns and enhancing prediction accuracy. The study concludes that the effective fusion of multi-scale features not only enhances the model’s prediction performance but also strengthens its generalization ability. …”
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Altered spontaneous brain activity pattern in patients with high myopia using amplitude of low-frequency fluctuation: a resting-state fMRI study by Huang X, Zhou FQ, Hu YX, Xu XX, Zhou X, Zhong YL, Wang J, Wu XR

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Characterizing the wheat (Triticum aestivum L.) phosphate transporter gene family and analyzing expression patterns in response to low phosphorus stress during the seedling stage by Meini Song, Meini Song, Pengcheng Li, Pengcheng Li, Lirong Yao, Lirong Yao, Chengdao Li, Erjing Si, Erjing Si, Baochun Li, Baochun Li, Yaxiong Meng, Yaxiong Meng, Xiaole Ma, Xiaole Ma, Ke Yang, Ke Yang, Hong Zhang, Hong Zhang, Xunwu Shang, Huajun Wang, Huajun Wang, Juncheng Wang, Juncheng Wang

“…These features showed a high degree of conservation within each subfamily. …”
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Invasion Patterns of the Coypu, <i>Myocastor coypus</i>, in Western Central Greece: New Records Reveal Expanding Range, Emerging Hotspots, and Habitat Preferences by Yiannis G. Zevgolis, Alexandros D. Kouris, Stylianos P. Zannetos, Ioannis Selimas, Themistoklis D. Kontos, Apostolos Christopoulos, Panayiotis G. Dimitrakopoulos, Triantaphyllos Akriotis

“…We integrated kernel density estimation, Getis-Ord Gi*, and Anselin local Moran’s I to identify spatial distribution patterns and hotspots of the coypu. Additionally, we analyzed environmental factors including land cover type, total productivity, and geomorphological features to determine their influence on habitat selection. …”
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Anatomical heterogeneity in low-grade and high-grade gliomas: A multiscale perspective by Shengpeng Liang, Nuo Dong, Yumin Chen, Yang Yang, Haibing Xu

“…Based on previous research, we hypothesized that functional networks, neurotransmitters, and isocitrate dehydrogenase-1 (IDH-1) status characterize the spatial patterns of LGG and HGG. Methods: We analyzed 399 patients diagnosed with primary gliomas. …”
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Calcified Lung Nodules: A Diagnostic Challenge in Clinical Daily Practice by Elisa Baratella, Marianna Carbi, Pierluca Minelli, Antonio Segalotti, Barbara Ruaro, Francesco Salton, Roberta Polverosi, Maria Assunta Cova

“…The primary diagnostic challenge lies in distinguishing benign from malignant nodules based solely on imaging features. Various calcification patterns, including diffuse, popcorn, lamellated and eccentric, provide important diagnostic clues, though overlap among different conditions may persist. …”
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Genome-Wide Analysis of GATA Transcription Factor Family in Quinoa (Chenopodium quinoa): Identification, Characterization, and Expression Profiles by Thi Man Le, Hong Viet La, Ha Duc Chu, Chau Thuy Pham, Quyen Thi Ha, Thi Ngoc Quynh Le, Thi Thanh Huyen Tran, Van Tien Tran, Huy Gioi Dong, Minh Hong Pham, Vinh Thanh Tran, Thi Bich Ngoc Chu, Phi Bang Cao

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Advanced Neural Model for Spanish Spell-Checking by Eduard Gilberto Puerto Cuadros

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Scattering of Elastic Waves by an Inhomogeneous Boundary in the Acoustic Testing of Permanent Joints by A. R. Baev, N. V. Levkovich, A. L. Mayorov, M. V. Asadchaya

“…It has a significant effect on the field pattern and its angular amplitude extrema — minima and maxima of different orders when the defect boundary is moved relative to the center of the acoustic beam spot.The features of the evolution of the structure of the scattering field are established, which make it possible to identify optimal conditions for the detection of weakly reflective defects in sound. …”
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Identification of pharmacophore synergism for optimization of estrogen receptor beta binders for hormone dependent forms of breast cancer by Rania A. Hussien, Fatmah Ali S. Alasmary, Vijay H. Masand, Abdul Samad, Rahul D. Jawarkar, Gaurav S. Masand, Sami A. Al-Hussain, Magdi E.A. Zaki

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Fibrous hamartoma of infancy: A case report with typical ultrasonographic findings by Duygu Demirtaş-Güner, Hilal Susam-Şen, Zuhal Akçören, Bilgehan Yalçın, Berna Oğuz, Canan Akyüz

“…Clinical and radiological features of FHI can mimic malignant soft tissue sarcomas, it is important to make differential diagnosis. …”
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Rationale for granulometric medium characteristics under vibration processing of parts with small grooves and holes by M. A. Tamarkin, E. N. Kolganova, M. A. Yagmurov

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STRUCTURAL PREREQUISITES FOR THE DEVELOPMENT OF RESTRICTIVE TYPE RESPIRATORY FAILURE by A.S. Shapovalova, K.V. Rozova

“…Structural features of the lungs during pneumonia were studied using electron microscopy. …”
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Type a personality and nutritional behaviours of competitive basketball players by Maria Gacek, Agnieszka Wojtowicz, Guillermo Felipe López Sánchez

“…Introduction. Type A personality pattern (TAPP) is related to, among others, strong rivalry and struggle for achievements, which are features that fit into sports competition. …”
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Using motion‐detection cameras to monitor foraging behaviour of individual butterflies by Denise Dalbosco Dell’Aglio, Owen W. McMillan, Stephen Montgomery

“…We demonstrate that camera traps efficiently capture individual flower visitation over multiple times and locations and use our experiments to describe some features of their spatial and temporal foraging patterns. …”
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Antitumor effect of recombinant interferon-gamma in an experimental model of Ehrlich’s bilateral solid carcinoma by V. G. Isaeva, L. Y. Grivtsova, L. P. Zhovtun, S. M. Samborsky, N. A. Falaleeva

“…Thus, a distinct, statistically significant antitumor effect of IFNγ was established in relation to a tumor with a multicentric growth pattern.…”
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Associations of nutrient intake, dietary behaviours, and patterns with metabolic profiles and obesity measures: findings from a cross-sectional study in a southern Chinese populati... by Yifan Chen, Guanlin Chen, Yinglin Liang, Yinglin Liang, Haiyan Huang, Yefeng Cai, Xiaojia Ni

“…Meanwhile, the localised Western dietary pattern featured the consumption of pasta, breakfast foods, coffee, and Cantonese desserts. …”
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Circulating immune landscape in melanoma patients undergoing anti-PD1 therapy reveals key immune features according to clinical response to treatment by Eleonora Sosa Cuevas, Eleonora Sosa Cuevas, Stéphane Mouret, Guillaume Vayssière, Guillaume Vayssière, Siham Kerboua, Siham Kerboua, Pauline Girard, Pauline Girard, Jean-Paul Molens, Jean-Paul Molens, Marc Manceau, Julie Charles, Philippe Saas, Philippe Saas, Caroline Aspord, Caroline Aspord

“…We assessed the phenotypic and functional features of DC and effector cells’ subsets by multi-parametric flow cytometry and ProcartaPlex® dosages.ResultsWe revealed differences according to response to treatment and modulations of patterns during treatment, highlighting a strong link between the immune landscape and the outcome of anti-PD1 therapy. …”
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