Integrating molecular QTL data into genome-wide genetic association analysis: Probabilistic assessment of enrichment and colocalization. by Xiaoquan Wen, Roger Pique-Regi, Francesca Luca

“…We propose a novel statistical framework for integrating the result from molecular quantitative trait loci (QTL) mapping into genome-wide genetic association analysis of complex traits, with the primary objectives of quantitatively assessing the enrichment of the molecular QTLs in complex trait-associated genetic variants and the colocalizations of the two types of association signals. …”
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Exploring Seasonal and Diurnal Variations of the Thermal Environment in Metropolitan Scale Analysis Based on Remote Sensing Data by Danyal Rahimi, Masanobu Kii, Hikari Shimadera, Francesco Causone

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A multi-dimensional performance evaluation of large language models in dental implantology: comparison of ChatGPT, DeepSeek, Grok, Gemini and Qwen across diverse clinical scenarios by Xing Wu, Guofei Cai, Bin Guo, Leizi Ma, Siqi Shao, Jun Yu, Yuchen Zheng, Linhong Wang, Fan Yang

“…Methods A comprehensive multi-dimensional evaluation was conducted using a test set of 40 professional questions (across 8 themes) and 5 complex cases. To ensure response uniformity, all queries were submitted to five LLMs (ChatGPT-o3-mini, DeepSeek-R1, Grok-3, Gemini-2.0-flash-Thinking, and Qwen2.5-max) using a pre-defined prompt. …”
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STRUCTURAL RELIABILITY ANALYSIS METHOD BASED ON COLLABORATION-MEAN POINT CONSTRAINED ACTIVE LEARNING SURROGATE MODEL

“…The reliability of mechanical structures is crucial for their safe operation,to address the problem of low accuracy and low efficiency in reliability analysis of complex mechanical structures,a new active learning surrogate model based reliability analysis method was proposed.The spatial location characteristics of excellent fitting samples were studied and three constraints,such as surface constraint,distance constraint,and domain constraint,were proposed accordingly.Correspondingly,three control functions were established to achieve the three constraints.Then,three control functions were organically collaborated,and an effective new learning function,collaboration-mean point constrained learning(CPCL)function was proposed.Combined with the augmented radial basis function(ARBF),a collaboration-mean point constrained active learning surrogate model(ARBF+CPCL)reliability analysis method was established.Finally,three cases were employed to verify the high computational accuracy and computational efficiency of ARBF+CPCL reliability analysis method,and the application ability of ARBF+CPCL method in practical engineering cases was proved through the reliability analysis example of the turbine disk.…”
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Multi-omic serum analysis reveals ferroptosis pathways and diagnostic molecular signatures associated with Moyamoya diseases by Qingbao Guo, Manli Xie, Xiaopeng Wang, Cong Han, Gan Gao, Qian-Nan Wang, Jingjie Li, Lian Duan, Xiangyang Bao

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Needs Analysis for Designing Hybrid Learning with Problem-Based Scaffolding to Enhance Mathematical Problem-Solving Skills by Yani Setiani, Yayat Ruhiat, Aan Hendrayana

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A lamination-based piezoelectric insole gait analysis system for massive production for Internet-of-health things by Yanning Dai, Yuedong Xie, Junliang Chen, Shuaibo Kang, Lijun Xu, Shuo Gao

“…Variety of nervous system diseases and emergencies can be detected by interpreting plantar stress distributions. Among gait analysis techniques, piezoelectric insole architectures receive boosting attentions due to its convenience for users to wear and its long-term and real-time monitoring ability. …”
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Unraveling key factors enhancing female entrepreneurial performance in China: a pls-sem and fsqca analysis by Yangjie Huang, Yue Yuan, Shijia Yu, Yunlei Shou, Jing Wang

“…Abstract This study not only illuminates the complex interplay of factors affecting the entrepreneurial performance of 558 Chinese female entrepreneurs but also significantly contributes to the burgeoning literature on gender dynamics in entrepreneurship. …”
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Structure-Function Analysis of DipA, a Francisella tularensis Virulence Factor Required for Intracellular Replication. by Audrey Chong, Robert Child, Tara D Wehrly, Dedeke Rockx-Brouwer, Aiping Qin, Barbara J Mann, Jean Celli

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Comparative Analysis of ARIMA, Prophet, and Glmnet for Long Term Evolution (LTE) Base Station Traffic Forecasting by Tutun Juhana, Hajiar Yuliana, . Hendrawan, . Iskandar, Yasuo Musashi

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Snap and detect: smartphone-enabled paper-based colorimetric tool for nucleic acid sequence-specific analysis by Panagiota M Kalligosfyri, Valentina Arciuolo, Antonella Miglione, Jussara Amato, Bruno Pagano, Stefano Cinti

“…Specificity studies confirmed the assay’s ability to distinguish between alternating and random A/T sequences. …”
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The analysis of transformer end-to-end model in Real-time interactive scene based on speech recognition technology by Ping Li, Can Yang, Lei Mao

“…Especially in complex contexts, the semantic coherence rate is 92.3% and the speech event recall rate is 91.3%. …”
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Kinematic and Aerodynamic Analysis of a <i>Coccinella septempunctata</i> Performing Banked Turns in Climbing Flight by Lili Yang, Zhifei Fang, Huichao Deng

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A state-of-the-art review of diffusion model applications for microscopic image and micro-alike image analysis by Yan Liu, Tao Jiang, Rui Li, Lingling Yuan, Marcin Grzegorzek, Chen Li, Xiaoyan Li

“…Recently, diffusion models have gained attention in microscopic image analysis for their ability to process complex data, extract valuable information, and enhance image quality. …”
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Analysis of Electron Distribution Functions From the Magnetospheric Multiscale (MMS) Mission Using the Gaussian Mixture Model by Beniamino Sanò, Nathan N. Maes Anno, David L. Newman, Marty Goldman, Francesco Valentini, Denise Perrone, Giovanni Lapenta

“…The conclusion of the analysis is that the GMM can estimate the complexity of a VDF in terms of the number of optimal beams provided by information theory criteria. …”
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Investigation of Vertical Stiffness of the Front Axle Air Springs for Passenger Bus by Experimental and Finite Element Analysis by Erol Özkan, Hasan Kasım

“…Air Springs have been used for years, especially in commercial vehicles and buses, to maintain the vehicle's height regardless of the load and increase vehicle comfort. It is complex to experimentally determine the changes (reaction force, extension, strain) caused by loading alone to fully interpret the damping ability of air springs under operating conditions. …”
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Triple dimensional psychology knowledge encouraging graph attention networks to exploit aspect-based sentiment analysis by Xuefeng Shi, Weiping Ding, Min Hu, Xin Kang, Fuji Ren

“…Abstract As a fine-grained sentiment analysis subtask in the natural language processing (NLP) community, aspect-based sentiment analysis (ABSA) aims to predict the sentiment polarity of the aspect terms according to the given sentence. …”
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Assembly and analysis of stephania japonica mitochondrial genome provides new insights into its identification and energy metabolism by Ya Wu, Zhihao Sun, Zhaoyu Liu, Ting Qiu, Xiaojing Li, Liang Leng, Shilin Chen

“…The mitochondrial genome size of S. japonica is 555,117 bp. It is depicted as a complex polycyclic structure. In addition, we conducted an in-depth study of the cytochrome c oxidase (cox) gene, of which expression levels in different tissues of S. japonica were measured by real-time quantification PCR. …”
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PHYSICO-CHEMICAL ANALYSIS OF THE FORMATION OF POROUS STRUCTURE AND PERFORMANCE PROPERTIES OF THERMALLY MODIFIED SORBENTS FOR WASTEWATER PURIFICATION by Oksana Gennadyevna Larina, Sergey Nikolaevich Ovcharov, Andrey Yuryevich Kalinichenko

“…Introduction: the article raises the current complex problem of environmental pollution with technogene waste and its component - the search for effective methods of wastewater treatment from oil and its products. …”
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Comparison and theoretical conceptualization analysis of statistical methods used to develop heat vulnerability indices in urban areas by Thomas Lagelouze, Julia Hidalgo, Mitia Aranda, Guillaume Dumas

“…These results raise questions concerning the ability of HVIs to provide reliable vulnerability assessments, given their geostatistical and conceptual limitations. …”
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