Identifying major depressive disorder among US adults living alone using stacked ensemble machine learning algorithms by Zhao Chen, Hao Liu, Yao Zhang, Fei Xing, Jiabao Jiang, Zhou Xiang, Zhou Xiang, Xin Duan, Xin Duan

“…We constructed a SEML model for MDD detection, incorporating three conventional machine learning algorithms as base models and a Neural Network (NN) as the meta-model. …”
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Integrating ultrasound and clinical risk factors to predict carotid plaque vulnerability in gout patients: a machine learning approach by Yabin Fang, Yabin Fang, Kaiyi Yang, Kaiyi Yang, Xinyu Gao, Xinyu Gao, Yiran Gong, Yiran Gong, Yaxin Deng, Xiang Xu, Xiang Xu, Jing Xu, Jing Xu, Lei Yan, Lei Yan, Jinshu Zeng, Jinshu Zeng, Shuqiang Chen

“…ObjectivesThis study aimed to identify independent risk factors for carotid plaque (CP) vulnerability in patients with gout and to develop a predictive model incorporating both gout-specific and cardiovascular factors.MethodThis study was designed as a retrospective cohort analysis that enrolled patients with newly diagnosed gout. …”
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Exploring dental faculty awareness, knowledge, and attitudes toward AI integration in education and practice: a mixed-method study by Saeeda Abdullah, Syeda Rabbab Hasan, Muhammad Adil Asim, Ambreen Khurshid, Ali Waqar Qureshi

“…Conclusions The dental faculty members showed general awareness and positive attitudes toward AI; however, their knowledge regarding advanced AI concepts such as machine learning and deep learning was limited. …”
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Deep learning system for the auxiliary diagnosis of thyroid eye disease: evaluation of ocular inflammation, eyelid retraction, and eye movement disorder by Yu Han, Jun Xie, Xiaoyu Li, Xinying Xu, Bin Sun, Han Liu, Chunfang Yan

“…The constructed TBRM-Net adopts a dual-branch feature extraction and fusion strategy to extract inflammation features for multi-label classification and recognition; the constructed DSR-Net performs segmentation of ocular structures and has designed a quantitative diagnostic algorithm.ResultsThe semantic segmentation-based auxiliary diagnostic model for TED demonstrated a mean pixel accuracy (MPA) of 94.1% in the primary position dataset and 95.0% in the gaze positions dataset. …”
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Precision Oral Medicine: A DPR Segmentation and Transfer Learning Approach for Detecting Third Molar Compress Inferior Alveolar Nerve by Yuan-Jin Lin, Shih-Lun Chen, Yi-Cheng Mao, Tsung-Yi Chen, Cheng-Hao Peng, Tzu-Hsiang Tsai, Kuo-Chen Li, Chiung-An Chen, Wei-Chen Tu, Patricia Angela R. Abu

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Continuous genetic algorithm for grasping an object of a priori unknown shape by a robotic manipulator by A. D. Voronkov, S. A.K. Diane

“…One of the primary stages of providing the interaction of the robotic manipulator with objects is the search for the target position of the robot gripper based on the onboard sensor subsystem, which can be carried out by a number of methods. …”
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Crossword Puzzle as an Effective Formative Assessment Tool in Physiology—From Trial for Implementation in Competency-Based Medical Education by C N Veena, Farah Naaz Fathima, T M Nandan, Ishwara Bhat, M Prashanth Kumar

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Cultural Da'wah Method of Rapai Geleng During The Golden Ege: An Analytical Approach to Islamic Religious Education in Aceh by Al Fazzatil A'la, Al Farahil A’la

“…The method of cultural da'wah is able to create a fun, creative, and local culture-based learning environment, which effectively increases interest in learning and understanding Islam. …”
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Detection and Mitigation of Distributed Denial of Service Attacks Using Ensemble Learning and Honeypots in a Novel SDN-UAV Network Architecture by Mohamed Amine Ould Rabah, Hamza Drid, Yasmine Medjadba, Mohamed Rahouti

“…These methods may struggle with new and sophisticated attack patterns, leading to higher false positives and negatives. …”
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Pedagogical grammar as a frame concept for research in the field of foreign language teaching methods. Part 17. Linguistic and pedagogical grammar by L. Chernovaty

“…Does the amount and type of PG depend on specific learning objectives and conditions? What are the best ways of presenting PG information for its effective use in the learning process? …”
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Virtual patient simulation in an interactive educational module on intimate partner violence: nursing students’ experiences—a mixed-methods study by Joachim Eckerström, Joachim Eckerström, Sophie Mårtensson, Margaretha Larsson, Rajna Knez, Rajna Knez, Rajna Knez, Madeleine Ljudvåg, Samir El Alaoui, Karin Dahlström, Karin Dahlström, Ylva Elvin Nowak, Ylva Elvin Nowak, Terese Stenfors, Nitya Jayaram-Lindström, Marianne Kristiansson, Uno Fors, Karolina Sörman

“…However, some participants noted that interacting with a VP on a screen was less emotional compared to real human interactions.ConclusionThe interactive educational module, integrated into the regular nursing program, was positively received by the students. Overall, the VP was considered beneficial for learning about IPV, easy to navigate, and provided a valuable opportunity for practice.…”
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Professional Action Competence in Education for Sustainability Among Pre-service Physical Education Teachers: A Mixed Method Approach by Valérian Cece, Thomas Royet, Olivier Vors, Vanessa Lentillon-Kaestner

“…This approach emphases the bodily dimension, learning through action, and affective and sensory aspects. …”
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How does student creativity depend on teaching methods at the institute? Modern information technologies for education and creativity as manifestations of the specifics of the psyc... by Ainash Davletova, Aidana Nazarova, Ainash Alzhanova, Yuliya Lazareva

“…This study analyzes the impact of project-based learning (PBL) and SCAMPER techniques on fostering creativity among university students. …”
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Factors influencing undergraduate and newly graduated nursing students’ competence and attitudes toward nursing research: a structural equation modeling analysis by Abdulaziz Mofdy Almarwani

“…Abstract Background Nursing research is integral to advancing evidence-based practice (EBP), providing the foundation for informed decision-making in the nursing profession. …”
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The impact of academic burnout on academic achievement: a moderated chain mediation effect from the Stimulus-Organism-Response perspective by Zhenkai Qin, Zhenkai Qin, Guifang Yang, Ziqian Lin, Yimin Ning, Xiaolong Chen, Hongfeng Zhang, Cora Un In Wong

“…Moreover, educational values can significantly moderate the relationship between academic burnout and learning achievement. Based on the empirical findings, the study proposes three recommendations for improving students' learning achievements: Improve students' learning satisfaction; Strengthen the development of students' learning engagement; Enhance the positive influence of educational values. …”
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Number of intraepithelial lymphocytes and presence of a subepithelial band in normal colonic mucosa differs according to stainings and evaluation method by Anne-Marie Kanstrup Fiehn, Peter Johan Heiberg Engel, Ulla Engel, Dea Natalie Munch Jepsen, Thomas Blixt, Julie Rasmussen, Signe Wildt, Wojciech Cebula, Andreea-Raluca Diac, Lars Kristian Munck

“…Basic histological features, number of IELs, and thickness of a subepithelial band was manually evaluated and a deep learning-based algorithm was developed to digitally determine the number of IELs in each of the two compartments; surface epithelium and cryptal epithelium, and the density of lymphocytes in the lamina propria compartment. …”
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Optical flow estimation based on global cross information and dynamic encoder–dynamic decoder by Haoxin Guo, Yifan Wang, Xiaobo Guo

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Exploring the impact of community gardens and community kitchens on mental health: a scoping review by Rade Zinaic, Tania Correa, Egbe Etowa, Raliat Owolabi, Yamini Bhatt, Josephine Pui-Hing Wong

“…Participants engaged in community gardens (CGs) processes experience many positive outcomes, from social networking to intimacy with nature. …”
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Clustering routing protocol based on improved PSO algorithm in WSN by Xiaonian WU, Chuyun ZHANG, Runlian ZHANG, Yaping SUN

“…Aiming at the problem that the location distribution of cluster head nodes filtered by wireless sensor network clustering routing protocol was unbalanced and the data transmission path of forwarding nodes was unreasonable,which would increase the energy consumption of nodes and shorten the network life cycle,a clustering routing protocol based on improved particle swarm optimization algorithm was proposed.In the process of cluster head election,a new fitness function was established by defining the energy factor and position equalization factor of the node,the better candidate cluster head node was evaluated and selected,the position update speed of the candidate cluster head nodes was adjusted by the optimized update learning factor,the local search and speeded up the convergence of the global search was expanded.According to the distance between the forwarding node and the base station,the single-hop or multi-hop transmission mode was adopted,and a multi-hop method was designed based on the minimum spanning tree to select an optimal multi-hop path for the data transmission of the forwarding node.Simulation results show that the clustering routing protocol based on improved particle swarm optimization algorithm can elect cluster head nodes and forwarding nodes with more balanced energy and location,which shortened the communication distance of the network.The energy consumption of nodes is lower and more balanced,effectively extending the network life cycle.…”
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PROFESSIONAL SEMINAR "BASIS OF PROFESSIONALISM OF TEACHER OF GENERAL SECONDARY EDUCATION INSTITUTION" IN DUAL EDUCATION SYSTEM OF MASTERS "SECONDARY EDUCATION (MATHEMATICS)" SPECIA... by Олександр Школьний

“…This seminar is designed to quickly respond to current problems of young teachers that arise in the process of adapting to working conditions at school. Materials and methods. To achieve the aims of the article, we use empirical methods: our own survey using an electronic tool (Google forms), monitoring the learning process of students, as well as analysis of the results of their achievements. …”
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