RelVid: Relational Learning with Vision-Language Models for Weakly Video Anomaly Detection by Jingxin Wang, Guohan Li, Jiaqi Liu, Zhengyi Xu, Xinrong Chen, Jianming Wei

“…Weakly supervised video anomaly detection aims to identify abnormal events in video sequences without requiring frame-level supervision, which is a challenging task in computer vision. Traditional methods typically rely on low-level visual features with weak supervision from a single backbone branch, which often struggles to capture the distinctive characteristics of different categories. …”
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Linguistic and Cultural Analysis of Translation Techniqies in the Process of Adaptation of an English Series by N. V. Stepanova, Ye. Yu. Sinitskaya

“…This research was conducted in the context of a linguostylistic approach to the text analysis. Following methods were applied: comparative, directional sampling, classification, text interpretation, component analysis of lexical units, as well as the methods of contextual, semantic-cognitive and linguocultural analysis. …”
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Nutritional interventions in muscle hypertrophy research: a scientometric analysis within the context of resistance training (1992–2025) by Wei Chen

“…Bibliometrix was used to analyze publication trends and thematic evolution; VOSviewer to map keyword co-occurrence and collaboration networks; and CiteSpace to detect citation bursts and visualize knowledge structures. Collectively, these methods facilitated the identification of high-frequency keywords, hotspot transitions, collaborative patterns, and underexplored thematic gaps. …”
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Development and validation of a machine learning-based prediction model for hepatorenal syndrome in liver cirrhosis patients using MIMIC-IV and eICU databases by Fengwei Yao, Ji Luo, Qian Zhou, Luhua Wang, Zhijun He

“…Core risk factors were determined from the intersection of the three methods. A predictive model was constructed using multivariable logistic regression and visualized via a nomogram. …”
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Psychosocial factors of psychological maladaptation in female patients of a cosmetology clinic by E. S. Bagnenko

“…The objective was to identify psychosocial factors associated with the risk of psychological maladaptation in female patients of the cosmetology clinic. Methods and materials. To achieve the goal, female patients (n=161, mean age was 39.53±0.86 years) were studied using the author’s structured interview and 7 psychodiagnostic methods: «Neuropsychic Adaptation Test» (NPA), «Social Frustration Level» (SFL), «Visual Analogue Self-Esteem Scale» (VASES), «Semantic Time Differential» (STD), «Perceived Stress Scale» (PSS-10), «Well-Being Index» (WHO-5), «Quality of Life Satisfaction Questionnaire» (QOL). …”
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The Suitability of Stool Antigen Testing in the Detection of Helicobacter pylori in a Regional and Rural Area of Australia by Timothy Wearne, Safaa Nadeem, Bruce Wilson, Kylie J. Mansfield, Caitlin Keighley

“…Noninvasive testing (NIT) methods are commonly used to detect infection, with test selection dependent on access and previous infection. …”
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Clinical and morphological differential diagnosis of congenital hyperinsulinism before the stage of immunohistochemical study of paraffin-embedded specimens of pancreas in children by A. A. Perminova, L. B. Mitrofanova, A. A. Sukhotskaya, V. G. Bairov

“…Introduction.Differential diagnosis of various forms of congenital hyperinsulinism (CH) is required at the stage of urgent histological examination, but the difference between the exo- and endocrine parts of the pancreas in frozen sections is visualized very poorly.The objective was to search for differential diagnostic criteria of focal and diffuse forms of CH, suitable for urgent histological examination.Methods and materials. …”
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Dynamic assessment of intraperitoneal aerosol chemotherapy under pressure impact on peritoneal carcinomatosis in ovarian cancer (immediate results) by A. S. Dzasokhov, A. A. Kostin, V. L. Astashov, M. A. Andreev, A. V. Turiev, A. D. Uskov

“…Dynamic assessment of the direct impact of pressurized intraperitoneal aerosol chemotherapy (PIPAC) on peritoneal carcinomatosis in ovarian cancer.Patients and methods. The study involved 164 people with visually detectable and morphologically verified ovarian cancer with peritoneal carcinomatosis of the peritoneum (IIIb-IIIc stages of ovarian cancer). …”
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Application of descriptive statistics for the analysis of student test results by H.V. Marchuk, V.L. Levkivskyi, V.A. Suhoniak, I.V. Panarina

“…Statistics is an important component in solving applied mathematical problems because it provides tools and methods for analyzing and making rational decisions based on data. …”
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Anxiety and depression in pediatric patients with disorder of brain-gut interaction: the role of diarrhea and abdominal pain as key determinants by Zhaodi Chen, Qiqi Chen, Li Zhou

“…ObjectiveThis study aimed to evaluate the prevalence of anxiety and depression in children diagnosed with disorder of brain-gut interaction (DGBI) and to examine their association with abdominal pain and diarrhea.MethodsThis study employed a mixed-methods design, combining cross-sectional surveys with longitudinal follow-up, enrolling 311 children aged 6–18 years, including 119 in the DGBI group and 192 in the non-DGBI group. …”
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Video completion in the presence of moving subjects based on segmentation using Neutrosophic sets by Amanna Ghanbari Talouki, Abbas Koochari, Seyyed Ahmad Edalatpanah

“…Experimental results demonstrate the effectiveness of the proposed methods, with improved visual quality and reduced inconsistencies compared to previous state-of-the-art methods. …”
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Impact of living with a bilateral central vision loss due to geographic atrophy—qualitative study by Rajiv Raman, Shahina Pardhan, Raju Sapkota, S Ve Ramesh, Gopinath Madheswaran

“…All the participants had best-corrected visual acuity of ≤6/60 in the better eye and reported an absolute central scotoma with the home Amsler chart. …”
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Practice and discussion on maintenance of seawater pump at LNG terminal by Zhengyin WANG, Hongqiang LIU, Junxiao WANG

“…It delves into different components including visual appearance, the cooling system, shaft seal and bearing, impeller and pump casing, motor and electrical system, and the lubrication system. …”
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Comparative efficacy and tolerability of three treatments in old people with osteoporotic vertebral compression fracture: a network meta-analysis and systematic review. by Ling-Xiao Chen, Yu-Lin Li, Guang-Zhi Ning, Yan Li, Qiu-Li Wu, Jin-Xiu Guo, Hong-Yu Shi, Xiao-Bo Wang, Yong Zhou, Shi-Qing Feng

“…<h4>Purpose</h4>The question which kind of methods is most suitable for treating the old people for osteoporotic vertebral compression fracture is still discussed and pairwise meta-analyses cannot get hierarchies of these treatments. …”
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Automated Snow Avalanche Monitoring and Alert System Using Distributed Acoustic Sensing in Norway by Antoine Turquet, Andreas Wuestefeld, Guro K. Svendsen, Finn Kåre Nyhammer, Espen Lauvlund Nilsen, Andreas Per-Ola Persson, Vetle Refsum

“…Traditional detection methods often are designed to cover only a limited section of a road stretch, hampering effective risk management. …”
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Enhancing Wearable Fall Detection System via Synthetic Data by Minakshi Debnath, Sana Alamgeer, Md Shahriar Kabir, Anne H. Ngu

“…To address this, we explore methods for generating realistic synthetic multivariate fall data to supplement limited real-world samples collected from three fall-related datasets: SmartFallMM, UniMib, and K-Fall. …”
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Nestling Phenology of Anseriformes in the Baikal Siberia Region, Russia by E. N. Badmaeva, I. Yu. Deulin, M. A. Gulyaeva, L. D. Bazarov, T. Z. Dorzhiev, Ja. M. Jamalutdinov

“…Standard ornithological visual methods of accounting, registration and description are used.Results. …”
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Effect of Glass Fiber Reinforcement on the Mechanical Properties of Polyester Composites by I. R. Antipas

“…The results were summarized in the form of tables, visualized in the form of graphs, and processed by comparative analysis.Results. …”
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Mucha — Habermann acute varioliform parapsoriasis with the formation of hypertrophic scars in a teenager by E. V. Pavlova, I. V. Ulitina, E. N. Efanova

“…In the Central part of most elements, zones of necrosis or ulcerative defects from 0,2 to 2 cm in diameter, hemorrhagic crusts were visualized. The diagnosis of acute varioliform parapsoriasis was made on the basis of clinical and anamnestic data and the results of additional research methods. …”
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Morphological-Priors-Guided Network With Semantic Booster and Scalable Bins Module for Height Estimation From Single-View Remote Sensing Images by Tao Zhang, Furong Shi, Yuanping Zhu

“…Furthermore, extensive ablation studies demonstrate the contribution of each designed component in the proposed method.…”
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