STrengthening the REporting of Genetic Association Studies (STREGA): an extension of the STROBE statement. by Julian Little, Julian P T Higgins, John P A Ioannidis, David Moher, France Gagnon, Erik von Elm, Muin J Khoury, Barbara Cohen, George Davey-Smith, Jeremy Grimshaw, Paul Scheet, Marta Gwinn, Robin E Williamson, Guang Yong Zou, Kim Hutchings, Candice Y Johnson, Valerie Tait, Miriam Wiens, Jean Golding, Cornelia van Duijn, John McLaughlin, Andrew Paterson, George Wells, Isabel Fortier, Matthew Freedman, Maja Zecevic, Richard King, Claire Infante-Rivard, Alex Stewart, Nick Birkett, STrengthening the REporting of Genetic Association Studies

“…The additions concern population stratification, genotyping errors, modelling haplotype variation, Hardy-Weinberg equilibrium, replication, selection of participants, rationale for choice of genes and variants, treatment effects in studying quantitative traits, statistical methods, relatedness, reporting of descriptive and outcome data, and the volume of data issues that are important to consider in genetic association studies. …”
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Cross-Cultural Competence in Pre-Service Teacher Education Towards Global Awareness: A Study in a Pakistani Context by Bushra Jamil, Md Mirajur Rhaman Shaoan, Saida Irfan, Muhammad Arif, Miracle Uzochukwu Okafor

“…In addition to the above, regression analysis also confirmed that all these factors collectively explain a significant proportion of the variations in teacher preparedness. They integrated cross-cultural competencies in teacher-education curricula to prepare future instructors for diverse learners. …”
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Towards fairness-aware and privacy-preserving enhanced collaborative learning for healthcare by Feilong Zhang, Deming Zhai, Guo Bai, Junjun Jiang, Qixiang Ye, Xiangyang Ji, Xianming Liu

“…Abstract The widespread integration of AI algorithms in healthcare has sparked ethical concerns, particularly regarding privacy and fairness. …”
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A transdisciplinary scoping review of social identity among African youths with autism by Jabulani Mpofu, Maximus M. Sefotho

“…Transdisciplinary contribution: The use of different studies in this study allowed integration of views, methods and information from a variety of disciplines. …”
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Health Technology Assessment and Cardiology: A Review of the Present and Future of Innovation by Ruben Casado-Arroyo, Lucia Osoro

“…<b>Results:</b> The review identified three central themes: (1) the evolving role of clinicians in HTA processes, (2) the integration of innovative technologies such as digital tools and artificial intelligence within HTA frameworks, and (3) the considerable variation in HTA practices and policies across EU member states. …”
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Sustainable Farming: Insights from Data Clustering by A. Akhmetkyzy, N. N. Nurmukhametov, M. N. Nurgabylov

“…Some groups demonstrate high satisfaction and effectiveness, indicating successful integration of sustainable methods, while others show skepticism and challenges, possibly due to economic constraints or lack of access to resources and knowledge. …”
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A Multi‐Scale Time Adaptive Fusion Network for Transformer Fault Diagnosis by XuMing Liu, XiaoKun He, YongLin Li

“…However, traditional methods struggle with extracting multi‐scale temporal features and high‐order feature representations, limiting their ability to handle complex dynamic data patterns. …”
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MG6D: A Deep Fusion Approach for 6D Pose Estimation With Mamba and Graph Convolution Network by Jiaqi Zhu, Bin Li, Xinhua Zhao

“…While existing dense correspondence methods have shown progress, they face challenges in multimodal feature fusion under complex scenarios involving occlusions, illumination variations, and sensor noise. …”
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Stability evaluation of karst roof of pile foundation based on variable weight fuzzy comprehensive theory by Xuewen HU, Yun’an LI, Zhigao FAN

“…Subsequently, based on Fuzzy Mathematics, a comprehensive evaluation method of stability integrated the AHP and the assessment method under variable weights was conducted to contrast the outcomes with stability assessment results under constant weights. …”
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Increasing frequency stability of HF signals in the transmitting device of the localiser based on statistical estimation of phases by D. D. Gabrielyan, P. I. Kostenko, O. A. Safaryan

“…On the basis of HF signals description in channels of the transmitting device of a localizer ratios are obtained determining optimal values in terms of the method of least square method as (i) deviations of the present frequency values from the average value as well as variations of average frequency values during localizer operation. …”
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A novel soil moisture evaluation framework incorporating brightness temperature and a high-resolution 1 km summer brightness temperature dataset by Ziyue Zhu, Runze Zhang, Bin Fang, Hyunglok Kim, Hoang Hai Nguyen, Venkataraman Lakshmi

“…To address these challenges, this study presents two contributions: a new 1 km brightness temperature (TB) dataset for the summer season and a two-step SM evaluation method. The 1 km TB dataset, developed by integrating SMAP’s 9 km SM product with radiative transfer modeling (RTM) and Mironov model, provides enhanced spatial resolution and is focused on areas where vegetation water content (VWC) is below 3 kg/m2, allowing for a more detailed analysis of SM variations. …”
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Corpus Linguistics in Teaching Vocabulary for EFL Learners: A Study of Foreign Speakers by Dina Irmayanti Harahap, Yenita Uswar, Nova Andriani, Nining Sudarwita, Enni Maysaroh

“…The analysis underscored the potential for effective and efficient vocabulary learning, emphasizing the integration of technology in EFL education to expose learners to diverse word types and variations in word formation within the Indonesian context. …”
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Cluster-independent multiscale marker identification in single-cell RNA-seq data using localized marker detector (LMD) by Ruiqi Li, Rihao Qu, Fabio Parisi, Francesco Strino, Hainan Lam, Jay S. Stanley, Xiuyuan Cheng, Peggy Myung, Yuval Kluger

“…LMD’s candidate markers can be grouped into functional gene modules, which accurately reflect cell types, subtypes, and other sources of variation such as cell cycle status. We apply LMD to mouse bone marrow and hair follicle dermal condensate datasets, where it facilitates cross-sample comparisons by identifying shared and sample-specific gene signatures and novel cell populations, without requiring batch effect correction or integration. …”
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Intelligent Extraction of Multi-style and Multi-template Title Block Information Based on Fuzzy Matching by Gui Li, Qinluan Peng, Ming Luo

“…A hash table is then created between the description cell and the value cell of information to accumulate the TBI. The method is integrated into the AutoCAD software and presented with an interactive program interface. …”
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Study on Staged Start-up Mitigation Strategies for Water Hammer in Large-scale Centrifugal Pump Systems Based on One-dimensional and Three-dimensional Coupled Simulation by F. You, Q. Lan

“…The transient external characteristics and internal flow field variations of a medium-to-high specific speed centrifugal pump system during staged start-up were investigated by integrating one-dimensional external characteristics analysis and three-dimensional internal flow field simulation. …”
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Modeling Meteorological Effects on Cosmic Ray Muons Utilizing Multivariate Analysis by M. Savić, D. Maletić, A. Dragić, N. Veselinović, D. Joković, R. Banjanac, V. Udovičić, D. Knežević

“…The effect of corrections on periodic and aperiodic cosmic ray variations is analyzed and compared with integral correction method, as well as with neutron monitor data. …”
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Exploring the organisation and delivery of falls management in care homes for older people in England by K. Robinson, P. L. Logan, A. L. Gordon, S. Timmons, T. Masud, L. Rees, A. Kilby, W. Lawry, F. Hallam-Bowles

“…Implementation strategies to support future delivery need to consider the pressure on care homes and wider systems, workforce challenges and variation between settings.…”
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LAMARS: Large Language Model-Based Anticipation Mechanism Acceleration in Real-Time Robotic Systems by Yifang Gao, Wei Luo, Xuye Wang, Shunshun Zhang, Patrick Goh

“…Our evaluations in a realistic simulation environment and with a variation of the RLBench dataset demonstrated that LAMARS achieved an average success rate of 0.79 and improves efficiency by up to 52.4% compared to existing methods, significantly lowering path planning costs. …”
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Infrared image‐based multi‐point temperature monitoring for ultra‐high‐voltage direct current wall bushings subject to insulation shed interference by Huajie Liang, Ziyou Li, Zhaocong Liu, Qiang Li, Shihong Zhang, Zhenyu Zhang, Jinxiong Wang, Jianbo Jiang, Chichun Zhou

“…The method has been integrated into high‐voltage direct current transmission anomaly systems and can be used to monitor critical equipment, enhancing system reliability and safety.…”
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Performance Optimization with LPV Synthesis for Disturbance Attenuation in Planar Motors by Khac Huan Su, Keunhoon Park, Young Seop Son, Youngwoo Lee

“…In this study, a linear parameter varying (LPV) control method is proposed in which nonlinearities are treated as parameter variations for planar motors. …”
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