Realization Method of Digital Filter in Pathological Assistant Diagnosis System by WANG Zi-xuan, XIE Yi-ning, HE Yong-jun

“…The pathology-assisted diagnosis system adopts the method of placing a filter on the slice to filter the light source and obtain the monochromatic parallel light, which is used to calculate the optical density parameter of the image to reflect the content of a certain substance in the slice.But the use of filter not only reduces the color contrast of the image, which interferes with the doctor’s follow-up diagnosis and increases the possibility of misdiagnosis, but also increases expenditure costs.In order to solve this problem, the CGAN model is trained to realize the conversion from unfiltered image to a filtered image, which is used to replace the hardware filter, and the trained model is called a digital filter.In order to improve the performance of the digital filter, a full-scale jump connection is added to the generator to improve the quality of the generated image, and the integral optical density constraint is added to the loss function to facilitate accurate measurement of the integrated optical density of the nucleus in the generated image.Experiments show that the digital filter can achieve the filtering effect of a hardware filter, and the generated image is close to the real filtered image in terms of visual effects.In the task of calculating the integral optical density of the cell nucleus, the generated image deviates 5.3% from the real filtered image with a mean value of 119, the performance is improved by 10.9%, 3.2%, and 6.1% compared with CycleGAN, pix2pix, and pix2pixHD methods.…”
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The Sociological Approach to the Values of the Manager by E. S. Gurenko, E. H. Karpova

“…The inclusion of the systems thinking as a priority value in his management function structure will give an additional advantage in this regard.…”
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Contrastive learning enhanced pseudo-labeling for unsupervised domain adaptation in person re-identification. by Xuemei Bai, Yuqing Zhang, Chenjie Zhang, Zhijun Wang

“…Subsequently, an innovative loss function is proposed to effectively reduce the interference of label noise on the training process by refining the generation process of pseudo-labels, which solves the negative impact of inaccurate pseudo-labels on model training. …”
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The influence of infantile cues on motivated perception of threats among caregivers by Emma Murrugarra, Michael H. Goldstein

“…The motivated perceptual experiences of caregivers represent an untapped area of research that can increase our understanding of perceptual function and plasticity across the lifespan.…”
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Development of a mathematical model of a stacker crane with regard to energy dissipation by M.S. Korytov, A.E. Bezrodina

“…Stacker cranes are widely used in automated warehouses. The actual task is to increase their energy efficiency and productivity. …”
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Identifying pollinator‐friendly sites within urban green spaces for sustainable urban agriculture by Ehsan Rahimi, Chuleui Jung

“…Utilising ArcGIS software's zonal function, we computed key statistical parameters—minimum, maximum, mean, and sum values—of the pollinator taxa maps within each cluster. …”
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Toward Versatile Small Object Detection with Temporal-YOLOv8 by Martin C. van Leeuwen, Ella P. Fokkinga, Wyke Huizinga, Jan Baan, Friso G. Heslinga

“…In addition, model development choices, such as the loss function, are typically designed around medium-sized objects. …”
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Transformer With Regularized Dual Modal Meta Metric Learning for Attribute-Image Person Re-Identification by Xianri Xu, Rongxian Xu

“…Attribute-image person re-identification (AIPR) is a meaningful and challenging task to retrieve images based on attribute descriptions. …”
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Simulation Study: Trajectory Tracking Control of Parafoil System Based on Deep Reinforcement Learning by Xuepu Zhang

“…The controller of the parafoil system is denoted as a multilayer perceptron (MLP) and the objective function of the policy introduces cumulative discounted rewards of a single episode to improve the stability of the iterative update of the policy, a Monte Carlo (MC) thinking. …”
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iScene: An interpretable framework with hierarchical edge services for scene risk identification in 6G internet of vehicles by Wuchang Zhong, Siming Wang, Rong Yu

“…The risk identification model has fine interpretability by using recursive feature elimination cross validation (RFECV) with the Shapley additive explanation (SHAP) to analyze the importance of different features, and further elaborately design the Focal Loss function to tackle the disparity between the difficult and easy sample learning. …”
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Determination of the Cascade Reservoir Operation for Optimal Firm-Energy Using Genetic Algorithms by Azmeri -, Iwan K, Hadihardaja -, Sri Legowo

“…This study aims to obtain energy production from Citarum Cascade Reservoir System using Genetic Algorithms optimization with the objective function to maximize firm-energy. Firm-energy is the minimum energy requirements must be available in a certain time period. …”
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The Existence of Science in a Digital Society by Olga V. Pashchenko

“…A digital society can hardly function without scientific achievements. Scientific activity provides a basis for enhancing digitalization processes, which have become a trend and the main indicator of the level of development of social relations. …”
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Patient's reported outcomes – a new philosophy for analyzing the effectiveness of therapy in immunoinflammatory diseases by article Editorial

“…A fundamentally important task of modern pharmacotherapy of immunoinflammatory diseases (IID) is a significant improvement in the quality of life (QOL) of patients, the fastest and most complete elimination of the most unpleasant manifestations of the disease, restoration of function and working capacity. …”
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Improved IEC performance via emotional stimuli-aware captioning by Zibo Zhou, Zhengjun Zhai, Xin Gao, Jiaqi Zhu

“…Abstract Image emotion classification (IEC), a crucial task in computer vision, aims to infer the emotional state of subjects in images. …”
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Flight-Based Control Allocation: Towards Human–Autonomy Teaming in Air Traffic Control by Gijs de Rooij, Adam Balint Tisza, Clark Borst

“…In this article, we argue that human–automation function and task allocation may not be the way forward, as it invokes serialized interactions that ultimately push the human into a problematic supervisory role. …”
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An appraisal of the value of simulated weather data for quantifying coastal flood hazard in the Netherlands by C. de Valk, H. van den Brink

“…Based on insights from physics and extreme value theory as well as evidence from data, we argue that simulated weather data are suitable for estimating the shape of the upper tail of the distribution function of stress, even if stress from present-day weather prediction models may be too high or too low. …”
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Early cell fate decisions of human embryonic stem cells and mouse epiblast stem cells are controlled by the same signalling pathways. by Ludovic Vallier, Thomas Touboul, Zhenzhi Chng, Minodora Brimpari, Nicholas Hannan, Enrique Millan, Lucy E Smithers, Matthew Trotter, Peter Rugg-Gunn, Anne Weber, Roger A Pedersen

“…Here, we analysed the function of key developmental growth factors such as Activin, FGF and BMP in the control of early cell fate decisions of human pluripotent stem cells. …”
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Crop rotation on arable and livestock farms in Slovenia by Darja KOCJAN AČKO, Igor ŠANTAVEC

“…Whether farmers will use them on their farms depends not only on their technical equipment and knowledge, flexibility and receptiveness, but also on the legislative measures and sustainable nature of EU agricultural policy where farmers got used to be paid for every function and production that is environmentally and food friendly.…”
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Features of the space-time characteristics of the gait of children and adolescents involved in sports by L. A. Udochkina, O. I. Vorontsova, L. A. Goncharova, I. G. Mazin

“…The imbalance of the motor function is examined among girls, that doing sports between the age of 7-12, so that’s why it needs a special attention from doctors, traumatologist and orthopedists.…”
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Psychomotor Retardation as Dominant Issue of the Nursing Care in a Child with Cerebral Palsy – a Case Study by Marta Grabinska, Ewa Barczykowska, Bogumiła Małecka

“…Conclusions. 1 Regular, focused rehabilitation and care provides an opportunity for children with cerebral palsy to function better and to achieve their maximum potential. 2 The task of the therapeutic team members who come into contact with patients with cerebral palsy is to create conditions for optimal development as much as possible and to improve comfort during hospital visits, rehabilitation centers, and every day at home. 3 In order to increase the probability of achieving success reflects the potential of children with cerebral palsy, parents should receive support from the medical staff. …”
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