Role of Metacognitive Awareness and Academic Motivation in Medical Undergraduates’ Academic Performance: An Observational Study by NAMITA DESHMUKH, AVINASH BORKAR, HIRKANI MUNIRA ABBAS, SHARMILA JALGAONKAR

“…The scores obtained were compared with their academic performance. The data were analyzed using IBM SPSS 20.0. The chi-square test, Mann–Whitney U test, Kruskal–Wallis test, and post-hoc Dunn’s test were used for statistical analysis.Results: The participants included 54.3% males and 45.7% females (age 20.4±0.9 years). …”
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Integrating GIS and remote sensing for soil attributes mapping in degraded pastures of the Brazilian Cerrado by Rômullo Oliveira Louzada, Ivan Bergier, Édson Luis Bolfe, Jayme Garcia Arnal Barbedo

“…Remote sensing is a crucial tool for soil assessment, yet soil complexity and sensor limitations hinder accurate analysis. This study integrates active and passive remote sensing data with Machine Learning (ML) methods to predict the physicochemical properties of degraded sandy soils in the Brazilian Cerrado. …”
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Wind Power Forecasting Based on Multi-Graph Neural Networks Considering External Disturbances by Xiaoyin Xu, Zhumei Luo, Menglong Feng

“…A key methodological contribution is our signal decomposition strategy during the prediction phase, where an EIF is eliminated from historical data to better learn fundamental patterns, and then a predicted EIF is reintroduced for the target period, significantly reducing error propagation. …”
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Effective Gait Abnormality Detection in Parkinson’s Patients for Multi-Sensors Surveillance System by Abdulwahab Alazeb, Mouazma Batool, Naif Al Mudawi, Mohammed S. Alshehri, Sultan Almakdi, Nouf Abdullah Almujally, Asaad Algarni

“…The proposed system employs a combination of RGB, inertial, and depth sensors data. The inertial signals have been filtered using a notch filter to obtain the optimal wearable sensor data by examining the upper and lower cutoff frequencies. …”
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Transformers for Vision: A Survey on Innovative Methods for Computer Vision by Balamurugan Palanisamy, Vikas Hassija, Arpita Chatterjee, Arpita Mandal, Debanshi Chakraborty, Amit Pandey, G. S. S. Chalapathi, Dhruv Kumar

“…Finally, current challenges in deploying ViTs, such as computational cost, data efficiency, and interpretability, and explore recent advancements and future research directions including efficient architectures, self-supervised learning, and multimodal integration are discussed.…”
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Exploring faculty perspectives toward developing a planetary health curriculum for family medicine residents at the University of Toronto by KitShan Lee, KitShan Lee, Elisabeth-Abigail Ramdawar, Elisabeth-Abigail Ramdawar, Elisabeth-Abigail Ramdawar, Samantha Green, Samantha Green, Rachel Adilman, Rachel Adilman, Azzra Mangalji, Azzra Mangalji

“…Thirty faculty members from various teaching, curriculum, and leadership positions were invited to participate in virtual semi-structured video interviews. Data was collected and analyzed using thematic analysis.ResultsThirteen interviews were conducted between May–September 2022. …”
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Utvikling av barnehageansattes relasjonskompetanse i samspill med små barn by Charlotte Johannessen, Ellen Os

“…Focus group discussions were conducted with the teachers and management in the final phase of the project. Data were analyzed through collective qualitative analysis. …”
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Strategi Penerapan Spiritual Education di TPA Bahrul Ulum, Desa Tanjungsari, Kabupaten Ngawi by Noor Khalida Magfirah, Aderisty Arista Nur Aisyah, M.N. Romi, A

“…Penelitian ini merupakan penelitian lapangan dengan pendekatan kualitatif praktisi. Pengumpulan data dilakukan melalui dokumentasi dan observasi. …”
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Consumer and community involvement: implementation research for impact (CCIRI) – implementing evidence-based patient and public involvement across health and medical research in Au... by Ashley H. Ng, Sandra Reeder, Angela Jones, Ainslie Cahill, Debra Langridge, Susanne Baker, Leah Heiss, Alan Dorin, Helena Teede

“…To understand the attitudes, knowledge, beliefs, behaviours, system barriers and facilitators around CCI in health and medical research and healthcare improvement, semi-structured interviews and surveys will be conducted across key stakeholder groups. Template analysis and descriptive statistics will be used to report data from the national survey respectively prior to triangulation of data. …”
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Impact of Venous CONgestion on Organ Function and Outcomes in Sepsis (ICON-Sepsis): a prospective observational cohort study protocol by Hao Ying, Robert R. Ehrman, Robert L. Sherwin, Christian A. Reynolds, Steven J. Korzeniewski, Robert D. Welch, Jeffrey A. Kline, Phillip D. Levy

“…Classical and machine learning approaches will be used to analyse our large data stream and develop a rule-based system to identify distinct subpopulations of patients with sepsis who have greater risk/likelihood of both organ-specific and overall adverse outcomes.Ethics and dissemination This project has been approved by the Wayne State University Institutional Review Board, with patient enrolment beginning in April 2024. …”
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Methods for Extracting Fractional Vegetation Cover from Differentiated Scenarios Based on Unmanned Aerial Vehicle Imagery by Changning Sun, Yonggang Ma, Heng Pan, Qingxue Wang, Jiali Guo, Na Li, Hong Ran

“…FVC estimation methods have evolved from traditional manual interpretation to advanced remote sensing technologies, such as satellite data analysis and unmanned aerial vehicle (UAV) image processing. …”
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Searching for Scientific Culture in Professional Development Programs for In-Service Teachers: Case of Latvia by Linda Daniela, Zinta Zālīte-Supe

“…Using quantitative and qualitative methods for data analysis, it was found that in-service teacher training in Latvia is highly eclectic and often lacks alignment with scientifically grounded principles. …”
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Construction and application of a digital twin model for multi-objectiveoptimization of intelligent tape conveyor system by Wei CHEN, Jingzhao LI, Qing SHI, Jichao LIU, Huashun LI

“…In this conceptual model, an Online Sequential Extreme Learning Machine (OS-ELM) is applied within the virtual component to construct a near real-time model predicting sweeping force, using physical feedback data as input parameters. …”
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Methodology for collective location fixing of observed emergencies by intersection/resection based on mobile telecomunication application with cartographic interface by A. G. Miheev, V. D. Bryljov, V. S. Gruzinov, M. V. Savel'ev

“…Currently, the project is being developed by students of the Department of Data Analysis and Machine Learning of the Financial University under the Government of the Russian Federation and the Moscow State University of Geodesy and Cartography. …”
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Enhancing weld quality of novel robotic-arm arc welding: Vision-based monitoring, real-time control seam tracking by Aman Sharma, Rishabh Chaturvedi, Kamal Sharma, Saad Abrahim Binhowimal, Jayant Giri, T. Sathish

“…The vision system captures data and processes it to convert pixel coordinates into real-world coordinates. …”
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A multitask framework based on CA-EfficientNetV2 for the prediction of glioma molecular biomarkers by Qian Xu, Feng Ning Liang, Ya Ru Cao, Jin Duan, Teng Cui, Teng Zhao, Hong Zhu

“…Accurate, non-invasive prediction of these biomarkers using MRI is of significant clinical value.Materials and methodsWe proposed a novel multitask deep learning framework based on Coordinate Attention-EfficientNetV2 (CA-EfficientNetV2) to simultaneously predict IDH mutation and MGMT promoter methylation status based on MRI data. …”
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A Hybrid Strategy-Improved SSA-CNN-LSTM Model for Metro Passenger Flow Forecasting by Jing Liu, Qingling He, Zhikun Yue, Yulong Pei

“…Simulation experiments were conducted using card swipe data from Harbin Metro Line 1. The results show that the ISSA provides a more accurate optimization with the average values and standard deviations of the 12 benchmark test function simulations being closer to the optimal values. …”
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Empathy Training: Methods, Evaluation Practices, and Validity by Tony Chiu Ming Lam, Klodiana Kolomitro, Flanny C. Alamparambil

“…Research Design: Not applicable. Data Collection and Analysis: Narrative review. …”
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Application of the project methods and information technologies in the study of the disciplines of mathematical, physical cycles of the higher school by I. I. Bobrova, E. G. Trofimov

“…Methods of data analysis, systematization and visualization of the obtained data are used to understand and publish the results. …”
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A genetic programming approach with adaptive region detection to skin cancer image classification by Kunjie Yu, Jintao Lian, Ying Bi, Jing Liang, Bing Xue, Mengjie Zhang

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