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Larger models yield better results? Streamlined severity classification of ADHD-related concerns using BERT-based knowledge distillation.
Published 2025-01-01“…This work focuses on the efficiency of the knowledge distillation approach in generating a lightweight yet powerful BERT-based model for natural language processing (NLP) applications. After the model creation, we applied the resulting model, LastBERT, to a real-world task-classifying severity levels of Attention Deficit Hyperactivity Disorder (ADHD)-related concerns from social media text data. …”
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UV Hyperspectral Imaging and Chemometrics for Honeydew Detection: Enhancing Cotton Fiber Quality
Published 2025-01-01“…Principal component analysis (PCA) and quadratic discriminant analysis (QDA) effectively differentiated and classified samples based on honey spraying times. …”
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1564
LMFUNet: A Lightweight Multi-fusion UNet Based on Spiking Neural Systems for Skin Lesion Segmentation
Published 2024-01-01“…LMFUNet uses an Efficient Multi-scale Feature Extraction block (EMFE) in deep stages, which uses grouping of features by convolution with different dilation rates to reduce model complexity and effectively capture multi-scale features. By using the Multi-level Feature Fusion module (MFF) in skip connections, different levels of information are combined step by step, realizing the first step of fusion of low-level details and high-level contextual information, which helps to accurately localize the lesion area. …”
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1565
Automatic Optical Path Alignment Method for Optical Biological Microscope
Published 2024-12-01“…The experimental results confirm that the proposed RO identification method can effectively differentiate between 4× and 10× objectives across diverse light intensities and exposure levels, with a significant numerical difference of up to 100. …”
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1567
The m6A modification regulates the composition of myofiber types in chicken skeletal muscle
Published 2025-03-01“…ALKBH5 over-expression could regulate the expression levels of genes related to muscle contraction and metabolism, including MYH1E, MYH1G, MYH7B, PDK1, and TPM1, suggesting the effect of ALKBH5 on the formation of myofiber-type properties in chicken skeletal muscle. …”
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1568
Mechanical Properties of Fiber-Reinforced Concrete Using Composite Binders
Published 2017-01-01“…This paper investigates the creation of high-density impermeable concrete. The effect of the “cement, fly ash, and limestone” composite binders obtained by joint grinding with superplasticizer in the varioplanetary mill on the process of structure formation was studied. …”
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1569
The Impact of Hyperbolic Discounting on Asset Accumulation for Later Life: A Study of Active Investors Aged 65 Years and over in Japan
Published 2025-01-01“…The results show that hyperbolic discounting significantly impairs asset accumulation at the JPY 100 million level but not at lower thresholds. This effect likely reflects the complex nature of hyperbolic discounting, which primarily affects long-term savings and investments. …”
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1570
Identifying and determining the spatial organization model of CBD\'s (Case Study: Mashhad Metropolis)
Published 2021-06-01“…The adoption of location determination strategies and that of the comunicational centers and the city activities has made the cities continue the developement process while cosidering the fairly service destribution and the spatial equalities.The goal of this research is the recognition and determination of the city spatial organization working centers and activity model and the relation of service functioning with one another so that the mono central and poly central cities can have a important effect on the destribution system and service centers and the vast changes of the citizens .The analysis method is a kind of quantity and quality one. …”
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1571
Code vulnerability detection method based on graph neural network
Published 2021-06-01“…The schemes of using neural networks for vulnerability detection are mostly based on traditional natural language processing ideas, processing the code as array samples and ignoring the structural features in the code, which may omit possible vulnerabilities.A code vulnerability detection method based on graph neural network was proposed, which realized function-level code vulnerability detection through the control flow graph feature of the intermediate language.Firstly, the source code was compiled into an intermediate representation, and then the control flow graph containing structural information was extracted.At the same time, the word vector embedding algorithm was used to initialize the vector of basic block to extract the code semantic information.Then both of above were spliced to generate the graph structure sample data.The multilayer graph neural network model was trained and tested on graph structure data features.The open source vulnerability sample data set was used to generate test data to evaluate the method proposed.The results show that the method effectively improves the vulnerability detection ability.…”
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1572
Lipid Isolated from a Leishmania donovani Strain Reduces Escherichia coli Induced Sepsis in Mice through Inhibition of Inflammatory Responses
Published 2014-01-01“…Due to the effect of LTL, E. coli induced inflammatory cytokine-chemokine(s) levels were significantly reduced in serum and bronchoalveolar lavage fluid simultaneously. …”
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1573
The Aqueous Extract of Dacryodes edulis (Burseraceae) Leaves Inhibits Cell Proliferation Induced by Estradiol on the Uterus and Vagina of Ovariectomized Female Wistar Rats
Published 2020-01-01“…This antiproliferative effect of D. edulis was associated with reduced tissue (uterine) levels of estradiol (p<0.001). …”
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Role of Ketamine in the Treatment of Psychiatric Disorders
Published 2021-06-01“… # Summary TRD is associated with huge costs on individual and societal levels. Underlying disease processes are multifactorial and not well understood. …”
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1575
The Prebiotic Index of Dried-Growol Made with Different Cassava Varieties and Cooking Methods
Published 2025-01-01“…Therefore, it is necessary to provide food based on cassava, such as dried-growol, which gives a feeling of satiety for a long time and has a prebiotic effect. This research aimed to evaluate the effects of cassava varieties and cooking methods on the resistant starch (RS) content and the prebiotic index of dried-growol produced. …”
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Inhibition of miR-652-3p Regulates Lipid Metabolism and Inflammatory Cytokine Secretion of Macrophages to Alleviate Atherosclerosis by Improving TP53 Expression
Published 2022-01-01“…After ox-LDL treatment and miR-652-3p mimic, si-TP53 and their controls transfection, ELISA, and Q-PCR assays were used to detect IL-1ß, IL-6, and TNF-α levels. oil red O staining was processed to verify cholesterol accumulation. …”
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Impact of Myo-Inositol-Chiro Inositol Combination on the improvement of Polycystic Ovary Syndrome Condition
Published 2024-12-01“…It plays a role as a second messenger of insulin in several insulin-dependent processes, including polycystic ovarian syndrome (PCOS) and metabolic syndrome. …”
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Evaluation of thinning behaviour under the influence of plastic hardening and surface friction during small punch test
Published 2025-01-01“…This paper systematically investigates the effects of plastic hardening on the thinning process under different levels of surface friction between the punch, die and specimen. …”
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Validation of heavy metals in geothermal to support water management practices and mitigation strategies
Published 2024-11-01Get full text
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1580
Immune status in patients differing in the stage of choroidal melanoma
Published 2024-12-01“…Conclusion: In pre-treatment patients differing in the stage of CM, the tumor process responds to immune changes that are expressed by activation of humoral and cell-mediated immunity (an increase in the activity of CD3+ T cells, CD4+ T-helpers, CD8+ T-suppressors, CD16+ NK cells, and IgM and IgA levels), which may have a substantial impact on treatment effect.…”
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