Multicenter target trial emulation to evaluate corticosteroids for sepsis stratified by predicted organ dysfunction trajectory by Suraj Rajendran, Zhenxing Xu, Weishen Pan, Chengxi Zang, Ilias Siempos, Lisa Torres, Jie Xu, Jiang Bian, Edward J. Schenck, Fei Wang

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Navigating value complexity in care pathway development: a qualitative case study by Kees Ahaus, Mildred Visser, Marleen de Mul, Anne Marie Weggelaar-Jansen

“…The study followed a ‘research-follow-action’ strategy, in which action and learning occurred during the programme phase, followed by retrospective analysis using Greenhalgh et al’s ‘rules of thumb’ as a reflective lens.Setting A Dutch specialised rehabilitation hospital (13 sites, 800 employees approximately, ~16 000 patients annually). …”
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“I’d keep going until somebody said no and nobody ever said no”: exploring identity-strengths amongst medical students from widening participation backgrounds by Kathrine Gibson Smith, Jennifer A. Cleland, Kim Walker, Colin Lumsden, Anita Laidlaw

“…Data were coded inductively and in accordance with thematic analysis.ResultsFive main themes were constructed from the analysis. Participants drew on the following strengths and resources to enact success in medicine: (i) Not taking no for an answer: determination and perseverance; (ii) Learning from the past: using their lived experience; (iii) Making things work: resourcefulness; (iv) Drawing on their sense of self: Self-awareness, reflection and independence; and, (v) Growing a support network: Having strong relationships with others.ConclusionThere is still much to be done in creating inclusive environments in medical education which promote belonging and development of diverse values and beliefs. …”
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Dynamic Path Flow Estimation Using Automatic Vehicle Identification and Probe Vehicle Trajectory Data: A 3D Convolutional Neural Network Model by Can Chen, Yumin Cao, Keshuang Tang, Keping Li

“…The corresponding selection principles and a programming model considering the distribution of real AVI points are first established. …”
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Objective and Intelligent Acquisition of Two Types of Decision Data Based on Online Comment Information and Its Application in Emergency Decision-Making by Ruipu Tan, Lehua Yang, Jing Li

“…First, a reasonable decision index system was constructed using latent Dirichlet allocation thematic-cluster analysis of the focus word frequency from online public opinions. …”
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Transforming traffic accident investigations: a virtual-real-fusion framework for intelligent 3D traffic accident reconstruction by Yanzhan Chen, Qian Zhang, Fan Yu

“…Subsequently, a deep learning-based reconstruction method, i.e., 3D Gaussian splatting (3D-GS), is utilized to construct 3D digitized traffic accident scenes from UAV-based image datasets collected in the traffic simulation environment. …”
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Estimation of Cylinder Grasping Contraction Force of Forearm Muscle in Home-Based Rehabilitation Using a Stretch-Sensor Glove by Adhe Rahmatullah Sugiharto Suwito P, Ayumi Ohnishi, Tsutomu Terada, Masahiko Tsukamoto

“…This study constructed an experimental design based on a home-based therapy protocol known as the graded repetitive arm supplementary program (GRASP). …”
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Joint parental stimulation and early childhood development in 26 sub-Saharan African countries by Rockli Kim, Hwa-Young Lee, Joshua Jeong, Hyejun Chi, Yun-Jung Eom

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Fault Diagnosis Method for Transformer Winding Based on the Load Normalized Lissajous Graphical Analysis of Leakage Magnetic Field by Bowen ZHANG, Jian FENG, Bowen WANG, Feiran YANG, Yitong XING

“…This process is performed on an Intel Core i7-13700k CPU with 32 GB of memory. The deep learning network is constructed using Pytorch, with Python as the programming language. …”
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The Effectiveness of Wisdom Training on Academic Emotions, Academic Motivation and Subjective Vitality in Students by Masoomeh Azizi, Abolghasem Yaghoobi

“…Mindfulness education encourages the constructive use of emotions. Students learn to feel confident in identifying and understanding their feelings. …”
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WETLAND AND BIOCULTURAL HERITAGE REGENERATION THROUGH THEMATIC ECOLOGICAL TOURISM PRACTICE: THE CASE OF PATAN SUB-DISTRICT, KHUN TAN DISTRICT, CHIANG RAI, THAILAND by Siripen YIAMJANYA, Kannapat KANKAEW, Bussaba SITIKARN, Parinya NAKPATHOM, Ali Mohsin Salim Ba AWAIN, Teerarat JABJAINAI

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Comprehensive analysis of pyroptosis-related genes in psoriasis and targeted gene editing of CASP1 and CASP5 using lipid nanoparticles to alleviate skin inflammation by Gexiao Xu, Guanyi Ma, Jiachen Sun, Xiaoyan Yu, Jie Sun, Bing Gao

“…Using bioinformatics tools and publicly available datasets, we constructed a risk score model based on machine learning algorithms, which identified several key hub genes including CASP1, CASP5, AIM2, GZMB, GZMA, IL1B, and NOD2. …”
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The problem of analysis of big web data and the use of data mining technology for processing and searching patterns in big web data on a practical example by K. V. Mulyukova, V. M. Kureichik

“…The use of neural networks and the created universal classes-handlers makes the created architecture flexible and self-learning, and the class declarations and the base DDL structure will greatly simplify the development of program code.…”
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Unraveling anoikis in glioblastoma: insights from single-cell sequencing and prognostic modeling by Qikai Tang, Chenfeng Ma, Jiaheng Xie, Qixiang Zhang, Bingtao Zhang, Weiqi Bian, Qingyu Lu, Zeyu Wan, Wei Wu

“…We identified anoikis-related genes, constructed a prognostic model using 101 machine learning algorithms, and validated its clinical utility across multiple cohorts.Finally, we also verified the expression of model genes and the function of key gene in clinical samples and cell lines. …”
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An urgent call for more ambitious ocean literacy strategies in marine protected areas: a collaboration project with small-scale fishers as a case study by Janire Salazar, Janire Salazar, Sílvia Gómez, Begoña Vendrell-Simón, Begoña Vendrell-Simón, Begoña Vendrell-Simón, Miroslav Pulgar, Núria Viladrich, Núria Viladrich, Núria Viladrich, Stefano Ambroso, Stefano Ambroso, Stefano Ambroso, Patricia Baena, Andreu Santín, Andreu Santín, Maria Montseny, Maria Montseny, Marina Biel-Cabanelas, Josep-Maria Gili

“…With the aim of modifying these fishing practices in the Marine Protected Area of Cap de Creus (North-Western Mediterranean), small-scale fishers and scientists (marine biologists) started a Participatory Process in which they agreed to develop a joint marine conservation program combining two distinct projects: a restoration project of the Cold-Water Corals incidentally captured on fishing nets for their subsequent reintroduction at sea (RESCAP project) and also a project on mitigation of fishing impacts on marine benthic communities (MITICAP project). …”
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Data Management in Healthcare Research as a Guarantee of its Quality by Igor Rekunenko, Anton Boiko, Olha Kramarenko, Bhola Khan

“…The terminological maps of term relationships were constructed using the VOSviewer visualization tool. …”
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A first-of-its-kind two-body statistical shape model of the arthropathic shoulder: enhancing biomechanics and surgical planning by Justin Blackman, Joshua W. Giles

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Models and methods for analyzing complex networks and social network structures by Ju. P. Perova, V. P. Grigoriev, D. O. Zhukov

“…Since communication in social networks almost entirely consists of text messages and various publications, almost all relevant studies use textual analysis methods in conjunction with machine learning and artificial intelligence technologies. …”
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PANoptosis-Relevant Subgroups Predicts Prognosis and Characterizes the Tumour Microenvironment in Ovarian Cancer by Chen Y, Deng Z, Chen J, Lin J, Zou J, Li S, Sun Y

“…PANoptosis, a novel form of programmed cell death, plays pivotal roles in cancer pathogenesis and therapy. …”
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Investigating dimensions of instructor trust using the words of undergraduate STEM students by Kathy Zhang, Julia C. Gill, Tong Zhang, Lia Crowley, Juliette Bennie, Henry Wagner, Melanie Bauer, David Hanauer, Xinnian Chen, Mark J. Graham

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