Uncertainty-Aware Deep Learning for Robust and Interpretable MI EEG Using Channel Dropout and LayerCAM Integration by Óscar Wladimir Gómez-Morales, Sofia Escalante-Escobar, Diego Fabian Collazos-Huertas, Andrés Marino Álvarez-Meza, German Castellanos-Dominguez

“…Nevertheless, the removal of critical EEG channels, particularly those from the sensorimotor cortex, can result in substantial spatial information loss, especially under limited training data conditions. This issue, compounded by high EEG variability in subjects with poor performance, hinders generalization and reduces the interpretability and clinical trust in MI-based BCI systems. …”
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The Ways of Using Social Media for Health Promotion Among Adolescents: Qualitative Interview and Focus Group Study by Elizabeth Zimmermann, Samuel Tomczyk

“…Instagram shows promise for adolescent health promotion through interactive, visually engaging, and culturally relevant content. …”
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Assessment of a Social Media‐Based Method for Determining Raptor Diet by Leo Biggs, Greg S. Baxter, Stephen J. S. Debus, Neal Finch, Anysha Riggs, Hayden Houweling, Melissa Appleby, Peter J. Murray

“…The prey identification rate to the family level was comparable with other direct visual observation methods at 58%. A consistent diet was observed between social media platforms. …”
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Research on the Anxiety and Depression of Patients with Mechanical Ocular Injuries: A Cross-Sectional Study by Li M, Wang Y, Chen H, Zheng F, Su Z, Li J, Yan H

“…The positive rates of anxiety and SAS total scores of individuals with mild visual impairment were significantly higher than those with low vision (p< 0.01) and blindness (p< 0.05). …”
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Efficacy of Maxillary Expansion with Clear Aligner in the Mixed Dentition: A Systematic Review by Luca Levrini, Piero Antonio Zecca, Marina Borgese, Eleonora Ivonne Scurati, Alessandro Deppieri, Stefano Saran, Margherita Caccia, Andrea Carganico

“…Two independent reviewers conducted the data extraction process. The quality of evidence was assessed using the GRADE approach. …”
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Retinal clinical and morphofunctional changes in high myopia in combination with age-related macular degeneration of different stages by L. K. Moshetova, I. B. Alekseev, I. V. Vorobyeva, Yu. A. Nam

“…We evaluated the best corrected visual acuity (BCVA), indicators of retinal photosensitivity (MD, PSD) according to computer perimetry data, and morphological characteristics: central retinal thickness (CRT), the anteroposterior axis of the eyeball, the condition of the macular region of the retina according to optical coherence tomography (OCT) in the β-scan mode and autofluorescence (AF).Results: in case of the combined pathology, we detected a reliable reduction of average BCVA to the level of 0.5 [0.3; 0.7] (p &lt; 0.001) and a reduced factor of retinal photosensitivity as compared to the control: MD to -4.36 dB (р&lt;0.001), PSD to 2.97 dB (р &lt; 0.001). …”
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New opportunities for preclinical diagnostics of antitumor therapy cardiotoxicity: results of an observational study by Yu. A. Vasyuk, D. A. Vyzhigin, E. Y. Shupenina, E. O. Novosel, E. A. Ulyanova

“…A decrease in contractility was noted in all LV basal segments, visually displayed by a pale or even blue color along the circumference of the diagram, with the presence of compensatory hyperkinesia of LV apical segments. …”
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ROS-responsive drug delivery system with enhanced anti-angiogenic and anti-inflammatory properties for neovascular age-related macular degeneration therapy by Jiayi Zuo, Yining Pan, Yuanli Wang, Wei Wang, Haojie Zhang, Si Zhang, Youru Wu, Jiangfan Chen, Qingqing Yao

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The corneoscleral shell of the eye: potentials of assessing biomechanical parameters in normal and pathological conditions by E. N. Iomdina, S. Yu. Petrov, A. A. Аntonov, I. A. Novikov, I. A. Pahomova, A. Y. Archakov

“…At the same time, ORA data are shown to reflect the biomechanical response to the impact of the air pulse not only from the cornea alone but also from the whole corneoscleral capsule. …”
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Unmasking the Hidden Morbidity of Ocular Diseases in Primary Care Through a Collaboration with Specialists in Remote Areas: A Cross-Sectional Study from Rural Crete, Greece by Konstantinos Chliveros, Manolis Linardakis, Ioanna Tsiligianni, Miltiadis Tsilimbaris, Ioannis Pallikaris, Christos Lionis

“…<b>Materials and Methods</b>: A community-based, cross-sectional study based on data collected through a comprehensive clinical investigation conducted by a mobile ophthalmological unit. …”
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Associations between folate intake and knee pain, inflammation mediators and comorbid conditions in patients with symptomatic knee osteoarthritis by Zhenhua Liu, Ze Chen, Zewei Wu, Mingze Tang, Yongcong Lin, Cuixi Wu, Zhaohua Zhu, Guangfeng Ruan, Changhai Ding, Weiyu Han

“…Methods A post-hoc analysis was performed based on data from the VIDEO study, a multicenter, randomized, double-blind, placebo-controlled clinical trial aimed at assessing the impact of vitamin D supplementation on patients with knee OA who were also vitamin D deficient. …”
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Let’s get in sync: current standing and future of AI-based detection of patient-ventilator asynchrony by Thijs P. Rietveld, Björn J. P. van der Ster, Abraham Schoe, Henrik Endeman, Anton Balakirev, Daria Kozlova, Diederik A. M. P. J. Gommers, Annemijn H. Jonkman

“…Identifying PVA through visual inspection of ventilator waveforms is highly challenging and time-consuming. …”
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A comparative evaluation of EEG Power spectrum characteristics between two methods for alleviating preoperative anxiety in breast cancer patients by Xing Jin, Yuxing Wang, Hui Jiang, Ying Wu, Yi Liu

“…In this study, resting-state electroencephalography (EEG) was used to explore changes in power spectrum during the alleviation of preoperative anxiety in breast cancer patients, which is of great significance for objectively identifying and evaluating preoperative anxiety in patients.Methods40 breast cancer patients were randomly divided into two groups (20 patients per group), receiving either psychological intervention (PI) or intravenous midazolam (MID) before surgery. Visual Analog Scale for Anxiety (VAS-A) and Observer’s assessment alert/Sedation (OAA/S) scores, clinical monitoring indexes and EEG data were measured before and after intervention.ResultsVAS-A scores significantly decreased in both groups (p &lt; 0.05), the power in the theta band of the frontal parietal regions decreased (p &lt; 0.05) and was positively correlated with VAS-A scores (p &lt; 0.001). …”
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Application of Imaging Algorithms for Gas–Water Two-Phase Array Fiber Holdup Meters in Horizontal Wells by Ao Li, Haimin Guo, Yue Niu, Xin Lu, Yiran Zhang, Haoxun Liang, Yongtuo Sun, Yuqing Guo, Dudu Wang

“…The results were subsequently post-processed and visualized with 2020 version MATLAB software, generating two-dimensional representations of water holdup in the wellbore. …”
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Optimizing single cell RNA sequencing of stem cells. A streamlined workflow for enhanced sensitivity and reproducibility in hematopoietic studies. The use of human umbilical cord b... by Justyna Jarczak, Patrycja Kieszek, Mariusz Z. Ratajczak, Mariusz Z. Ratajczak, Magdalena Kucia

“…We also present the similarities and differences in transcriptome between these cells (CD34+Lin-CD45+ and CD133+Lin-CD45+ HSPCs) and their subpopulations identified and visualized as clusters using uniform manifold approximation and projection (UMAP), stressing the need for an integrated analysis of both datasets, which may be merged and treated as “pseudobulk.” …”
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Precise identification of medulloblastoma in MRI images using a convolutional neural network integrated with a self-attention mechanism by Chenhao Fang, Chao Li, Huiqing Liu, Qiang Zhou, Shuo Li, Hong Chen, Xianzhen Chen, Zhaoli Shen

“…In the future, the model should be trained and validated using larger data and multiclass classification should be expanded.…”
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Image based quantification method reveals differential patterns of lip desquamation associated with age and sex by Hanji Kim, Jung Yeon Seo, Sangseob Leem, Seung Won You, Yunkwan Kim, Nae Gyu Kang

“…Given the current ease of acquiring image data, our image-based method has the potential to advance the lip skin research.…”
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Inferring Mechanical Properties of Wire Rods via Transfer Learning Using Pre-Trained Neural Networks by Adriany A. F. Eduardo, Gustavo A. S. Martinez, Ted W. Grant, Lucas B. S. Da Silva, Wei-Liang Qian

“…The neural network’s input constitutes combined numerical and visual data, and its architecture primarily consists of seven dense layers and eight convolutional layers. …”
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Impaired degree centrality and effective connectivity contributed to deficits in cognition and depression in patients with temporal lobe epilepsy by Bailing Qin, Shujun Su, Xuemei Chen, Yuting Sun, Qin Zhou, Huoyou Hu, Lu Qin, Jinou Zheng

“…Cerebral functional activity and neuroimaging features were differentiated between the patient and HC groups based on rsfMRI data, DC, EC, and MVPA. Patients showed signs of depression, anxiety, and cognitive impairments in comparison to HCs. …”
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The Role of Monochromatic Superb Microvascular Index to Predict Malignancy of Solid Focal Lesions: Correlation Between Vascular Index and Histological Bioptic Findings by Francesco Giurazza, Luigi Basile, Felice D’Antuono, Fabio Corvino, Antonio Borzelli, Claudio Carrubba, Raffaella Niola

“…The mSMI examination was conducted in order to visualize extremely low-velocity flows with a high resolution and high frame rate; the VI was semi-automatically calculated. …”
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