A Unified Approach to Video Anomaly Detection: Advancements in Feature Extraction, Weak Supervision, and Strategies for Class Imbalance by Rui Z. Barbosa, Hugo S. Oliveira

“…Source code of the project available at <uri>https://github.com/zuble/uws4vad</uri>…”
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Content of the contract as a type of employment contract by S. V. Vereitin

“…There is a well-founded need to supplement the Code of Labor Laws of Ukraine with Article 21-2 “Content of the employment contract and contract”, in which mandatory and additional conditions of the employment contract and contract shall be established.…”
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M-Learning: Heuristic Approach for Delayed Rewards in Reinforcement Learning by Cesar Andrey Perdomo Charry, Marlon Sneider Mora Cortes, Oscar J. Perdomo

“…However, the need to tune thousands of parameters and run millions of training episodes remains a significant challenge. …”
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Improving Token-Based Object Detection With Video by Abhineet Singh, Nilanjan Ray

“…We also compare it with several video detectors on UA-DETRAC to show that it is competitive with the current state of the art even with the computational bottleneck. We make our code and models publicly available.…”
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Examining Thyroid Testing Practices and Relevant Costs for Children Experiencing Chronic Constipation by Deniz Yaprak, Melike Arslan, Necati Balamtekin, Murat Gülşen

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Advancing breast cancer diagnosis: token vision transformers for faster and accurate classification of histopathology images by Mouhamed Laid Abimouloud, Khaled Bensid, Mohamed Elleuch, Mohamed Ben Ammar, Monji Kherallah

“…ViTs are notably recognized for their complex architecture, which requires high-performance GPUs or CPUs for efficient model training and deployment in real-world medical diagnostic devices. …”
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Smartphone-based alert of community first responders: A multinational survey to characterise contemporary systems by Tore Marks, Bibiana Metelmann, Lorenzo Gamberini, Camilla Metelmann, Sebastian Schnaubelt, Federico Semeraro, Carolina Malta Hansen

“…Methods: An online survey with 28 questions regarding general system description, CFR qualification and training was conducted using SurveyMonkey between October 2024 and January 2025. …”
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The effects of Leventhal’s self-regulation model-based educational intervention on stress, anxiety, and depression in women with multiple sclerosis: a randomized educational trial... by Mahsa Hosseini, Soheila Shamsikhani, Ali Jadidi, Fatemeh Rafiei

“…The study implemented self-regulation training via the Leventhal model, which consisted of an initial face-to-face session to provide basic knowledge, eight offline sessions, and two online group sessions. …”
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Assessment of human errors in the intensive cardiac care unit nursing profession using the SPAR-H by I Mohammadfam, M Movafagh, A Soltanian, M Salavati, S Bashirian

“…Results: Duties include initial resuscitation, saying the code and start cardio-pulmonary resuscitation, shock, intubation and urgent measures for dysrhythmias are critical task with error probability of 0.372, 0.245, 0.233, 0.196 and 0.122/0 respectively. …”
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Polynomial and Differential Networks for End-to-End Autonomous Driving by Youngseong Cho, Kyoungil Lim

“…The model weights and training code used in these experiments are available at <uri>https://github.com/choys0401/polydiff</uri>.…”
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Ways to Improve the Efficiency of Doctoral Education by A. M. Margolin, R M. Mel’nikov

“…The current process of doctoral education, as well as its results, remain the target of severe criticism despite the adoption of a system of measures aimed at improving the quality of dissertation review including ubiquitous plagiarism checks, reduction of the number of defenses of substandard dissertations and a stricter code of practice for dissertation committees. The article identifies potential ways to improve dissertation quality, drawing on an analysis of the dynamics of indicators pertaining to the training of contemporary Russian doctoral students and the activity of their academic supervisors. …”
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TSALATS MARAHIL LI TATHWIR TA'LIM AL-LUGHAH AL-ARABIYYAH FI INDONESIA by Muhajir Muhajir

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MELGYM: A dynamic control interface for MELCOR simulations by Antonio Manjavacas, Juan Gómez-Romero, Damien Ernst, Manuel A. Vázquez-Barroso, Francisco Martín-Fuertes

“…MELCOR is a computer code for the simulation and safety analysis of nuclear facilities, comprising several modules for the calculation of thermal–hydraulic phenomena and aerosol physics. …”
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VECT: an automatic visual Perl programming tool for nonprogrammers by Hui-Hsien Chou

“…Despite increased awareness of interdisciplinary training in bioinformatics, many biologists still find it difficult to create their own computational solutions. …”
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Online Learning Discriminative Dictionary with Label Information for Robust Object Tracking by Baojie Fan, Yingkui Du, Yang Cong

“…This is accomplished by adding an ideal-code regularization term and classification error term to the total objective function. …”
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Learning hand hygiene from the champions: Investigating key compliance facilitators among healthcare workers through interviews. by Charis von Auer, Magdalena Probst, Wulf Schneider-Bachart, Susanne Gaube

“…The single most important facilitator for good hand hygiene compliance among both physicians and nurses was the construct/code goals (i.e., patient protection and self-protection). …”
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Prediction and Correction of Software Defects in Message-Passing Interfaces Using a Static Analysis Tool and Machine Learning by Norah Abdullah Al-Johany, Fathy Elbouraey Eassa, Sanaa Abdullah Sharaf, Amin Y. Noaman, Asaad Ahmed

“…This system predicts defects including deadlock, race conditions, and mismatch, by dividing the model into three stages: training, testing, and prediction. The training phase extracts and combines the features as well as the label and then trains on classification. …”
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Gaussian random fields as an abstract representation of patient metadata for multimodal medical image segmentation by Bill Cassidy, Christian McBride, Connah Kendrick, Neil D. Reeves, Joseph M. Pappachan, Shaghayegh Raad, Moi Hoon Yap

“…All source code for this study is available at: https://github.com/mmu-dermatology-research/multimodal-grf…”
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Effective deep learning aided vehicle classification approach using Seismic Data by Sherief Hashima, Mohamed H. Saad, Ahmad B. Ahmad, Takeshi Tsuji, Hamada Rizk

“…The code is publicly available at https://github.com/MohamedHassanSaad/Vehicle-Classification.git.…”
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Software Package for Special Teaching and Testing of Children with Hearing and Speech Impairments by Stolyarova E.I., Belova N.Yu., Solnushkin S.D., Chikhman V.N.

“…The paper presents a description of the software package (code name “Speech-Assistant”), intended for use in special education and testing of children with hearing and speech impairments, causing difficulties in mastering reading and writing skills. …”
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