Semantic enhancement and cross-modal interaction fusion for sentiment analysis in social media. by Guangyu Mu, Ying Chen, Xiurong Li, Li Dai, Jiaxiu Dai

“…However, modality fusion in sentiment analysis can introduce a lot of noise because of the differences in semantic representations among various modalities, ultimately impacting the accuracy of classification results. Thus, this paper presents a Semantic Enhancement and Cross-Modal Interaction Fusion (SECIF) model for sentiment analysis to address these issues. …”
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Reports of the International Organization for Migration: Analysis of the Problems of Ukrainian Refugees and Internally Displaced Persons in the context of the Large-Scale Russian I... by Zakirova Svitlana

“…The author has proposed a classification of the analyzed IOM editions: according to territorial characteristics - international, national, regional and local; according to the regularity and repeatability of the research - periodic and episodic; according to the target audience of respondents - research on 1) Ukrainian refugees abroad, 2) internally displaced persons, 3) universal; according to the range of analyzed issues - thematic and complex. …”
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Accounting Support for the Audit of Intangible Assets of Agricultural Formations by Yuliia Nehoda

“…The digital transformation of the agricultural sector and the growing role of innovations in production processes actualize the issues of accounting and auditing of intangible assets of agricultural enterprises in Ukraine. …”
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Data augmentation-assisted deep learning of hand-drawn partially colored sketches for visual search. by Jamil Ahmad, Khan Muhammad, Sung Wook Baik

“…The proposed method is tested on two large datasets for sketch recognition and sketch-based image retrieval and achieved better classification and retrieval performance than many existing methods.…”
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Public Catering Enterprises: Analysis and Prospects of Innovative Development by Larisa A. Mayurnikova, Arkadiy A. Koksharov, Tatyana V. Krapiva, Anna I. Petkovich, Vladislav O. Meshkov

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Overview of Nosocomial Urinary Tract Infections by Sarah Kassab Shandaway Al-Zamali, Noori Taha Alkhafaji, Mohammed Ibrahim Anwer, Ranaa W. Younus

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HORIZONTAL OBJECTIVES IN PUBLIC PROCUREMENT by V.K. Malolitneva

“…It dwells on one of the highly disputed issues, namely the terminological definition of the instrumental use of public procurement. …”
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PAUCITY OF INTRAHEPATIC BILE DUCTS by O. E. Iryshkin, I. M. Iljinsky, O. M. Tsirulnikova

“…The review contains terminological issues, the description of the classification and the morphological characteristic, the dif- ferences of syndromatic and nonsyndromatic forms of paucity of intrahepatic bile ducts, and also the description of principles of differential diagnosis of paucity of intrahepatic bile ducts and biliary atresia.…”
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Leveraging foundation and large language models in medical artificial intelligence by Io Nam Wong, Olivia Monteiro, Daniel T. Baptista-Hon, Kai Wang, Wenyang Lu, Zhuo Sun, Sheng Nie, Yun Yin, Jing Ni

“…This review paper explores their applications within medical AI, introducing a novel classification framework that categorizes them as disease-specific, general-domain, and multi-modal models. …”
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Surgical treatment of diabetic macular edema by R. R. Fayzrakhmanov, O. A. Pavlovsky, M. A. Lukinykh, N. S. Egorova

“…Diabetic retinopathy (DR) and diabetic macular edema (DME) present a serious medical and social issue of modern society. DME is one of the most common complications of DR and a frequent cause of a sudden decrease in visual acuity and the onset of disability. …”
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Challenging the Misconception of Rituals: An Islamic Theological Critique of the Hidden Violence in the Practice of Animal Slaughter by Rahmatika Luthfiana Sholikhah, Nazil Mumtaz al-Mujtahid, All Rizky Ramadhan

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Exploring Regulatory Frameworks for Exosome Therapy: Insights and Perspectives by Qiushi Li, Yuxia Li, Jiaqing Shao, Jianhua Sun, Lan Hu, Xia Yun, Chen Liuqing, Likun Gong, Shuxia Wu

“…Nevertheless, adopting a risk‐based classification framework that categorizes EV products as advanced therapeutic drugs is a rational approach. …”
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Artificial Intelligence in Diagnosis of Heart Failure by Yuji Xie, Linyue Zhang, Wei Sun, Ye Zhu, Zisang Zhang, Leichong Chen, Mingxing Xie, Li Zhang

“…These challenges include issues related to its classification, the identification of specific phenotypes, and the assessment of disease severity. …”
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Rough-and-Refine Model for Scene Graph Generation by Li Junliang, Lv Shirong, Li Wei

“…The model represented in the first row of the table, which excludes all four modules, is equivalent to the Rough Part, showing an average decrease of 24.9%.ConclusionsTo address the issue of insufficient predicate representation, a scene graph generation method based on a Rough-and-Refine network is proposed. …”
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A Predictive Method for Unplanned Postoperative Readmission Risk Based on Heterogeneous Data by Kai YU, Xiaofeng DONG, Zhenming YUAN, Zhaojian CUI, Weibin LUO

“…Additionally, the issue of uneven distribution in patient cross-sectional data is resolved using the category weighting method. …”
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Paraneoplastic endocrinopathy in Castleman disease and POEMS syndrome by V. I. Odin, A. S. Polyakov, A. V. Kovalev, S. V. ondarchuk, V. V. Tyrenko, A. M. Mykhailov, T. Yu. Bogovskaya

“…Even after diagnosis, the use of modern methods of immunosuppressive, immunomodulating or antitumor therapy is significantly limited by the difficulties of taxonomic classification of the diagnosis, the lack of unified therapeutic approaches, and related unresolved issues of profiling and drug provision of patients. …”
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THE MAIN CHARACTERISTICS OF CRIMINAL PROCEEDINGS IN ENGLAND by Миодраг Н. Симовић, Амна Хрустић

“… The thematic concept of the Paper consists of legal issues related to criminal proceedings in England, which is the so-called pure adversarial proceedings. …”
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New trends in the study of post-transplant acute kidney injury after liver transplantation by I. M. Iljinsky, O. M. Tsirulnikova

“…Acute kidney injury (AKI) after liver transplantation (LT) is a pressing issue and remains the focus of many researchers. …”
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Current Topics on the Integration of Artificial Intelligence in the Histopathological and Molecular Diagnosis of Uveal Melanoma by Serena Salzano, Giuseppe Broggi, Andrea Russo, Teresio Avitabile, Antonio Longo, Rosario Caltabiano, Manuel Mazzucchelli

“…AI contributes to more accurate tumor classification, assists in planning treatments, and improves the prediction of the prognostic indicators and molecular characteristics of the tumor. …”
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Modelling hepatocellular carcinoma microenvironment phenotype to evaluate drug efficacy by Sara Cherradi, Salomé Roux, Marie Dupuy, Séverine Tabone-Eglinger, Edouard Tuaillon, Marianne Ziol, Eric Assenat, Hong Tuan Duong

“…Treating HCC is challenging because of the poor drug effectiveness and the lack of tools to predict patient responses. To resolve these issues, we established a patient-centric spheroid model using HepG2, TWNT-1, and THP-1 co-culture, that mimics HCC phenotype. …”
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