Publisher Correction: fNIRS reproducibility varies with data quality, analysis pipelines, and researcher experience by Meryem A. Yücel, Robert Luke, Rickson C. Mesquita, Alexander von Lühmann, David M. A. Mehler, Michael Lührs, Jessica Gemignani, Androu Abdalmalak, Franziska Albrecht, Iara de Almeida Ivo, Christina Artemenko, Kira Ashton, Paweł Augustynowicz, Aahana Bajracharya, Elise Bannier, Beatrix Barth, Laurie Bayet, Jacqueline Behrendt, Hadi Borj Khani, Lenaic Borot, Jordan A. Borrell, Sabrina Brigadoi, Kolby Brink, Chiara Bulgarelli, Emmanuel Caruyer, Hsin-Chin Chen, Christopher Copeland, Isabelle Corouge, Simone Cutini, Renata Di Lorenzo, Thomas Dresler, Adam T. Eggebrecht, Ann-Christine Ehlis, Sinem B. Erdoğan, Danielle Evenblij, Talukdar Raian Ferdous, Victoria Fracalossi, Erika Franzén, Anne Gallagher, Christian Gerloff, Judit Gervain, Noy Goldhamer, Louisa K. Gossé, Ségolène M. R. Guérin, Edgar Guevara, SM Hadi Hosseini, Hamish Innes-Brown, Isabell Int-Veen, Sagi Jaffe-Dax, Nolwenn Jégou, Hiroshi Kawaguchi, Caroline Kelsey, Michaela Kent, Roman Kessler, Nadeen Kherbawy, Franziska Klein, Nofar Kochavi, Matthew Kolisnyk, Yogev Koren, Agnes Kroczek, Alexander Kvist, Chen-Hao Paul Lin, Andreas Löw, Siying Luan, Darren Mao, Giovani G. Martins, Eike Middell, Samuel Montero-Hernandez, Murat Can Mutlu, Sergio L. Novi, Natacha Paquette, Ishara Paranawithana, Yisrael Parmet, Jonathan E. Peelle, Ke Peng, Tommy Peng, João Pereira, Paola Pinti, Luca Pollonini, Ali Rahimpour Jounghani, Vanessa Reindl, Wiebke Ringels, Betti Schopp, Alina Schulte, Martin Schulte-Rüther, Ari Segel, Tirdad Seifi Ala, Maureen J. Shader, Hadas Shavit, Arefeh Sherafati, Mojtaba Soltanlou, Bettina Sorger, Emma Speh, Kevin D. Stubbs, Katharina Stute, Eileen F. Sullivan, Sungho Tak, Zeus Tipado, Julie Tremblay, Homa Vahidi, Maaike Van Eeckhoutte, Phetsamone Vannasing, Gregoire Vergotte, Marion A. Vincent, Eileen Weiss, Dalin Yang, Gülnaz Yükselen, Dariusz Zapała, Vit Zemanek

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Analysis of unintentional fatal drowning in Australia 2002-2022: Progress, challenges and data to inform prevention by Lauren Miller, Stacey Willcox-Pidgeon, Justin-Paul Scarr, William Koon

“…Objectives: The purpose of this study was to analyse 20 years of drowning data in Australia, using the Royal Life Saving – Australia National Fatal Drowning Database (NFDD). …”
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Costs and Outcomes of Clostridioides difficile Infections in Germany: A Retrospective Health Claims Data Analysis by Katharina Schley, Kirstin Heinrich, Jennifer C. Moïsi, Dennis Häckl, Dominik Obermüller, Gordon Brestrich, Christof von Eiff, Thomas Weinke

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Back analysis of geomechanical parameters based on a data augmentation algorithm and machine learning technique by Hui Li, Weizhong Chen, Xianjun Tan

“…We introduce a multi-faceted back analysis approach that combines data augmentation with advanced optimization and machine learning techniques. …”
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Visualization analysis of CBL application in Chinese and international medical education based on big data mining by Junyan Yue, Yun Shang, Hongkai Cui, Changhua Liang, Qingwu Wu, Junqiang Zhao, Huifang Wang, Dongmin Han, Zhiping Zhu

“…Abstract Objective To employ big data mining to provide a visualization analysis of Case-Based Learning (CBL) application in Chinese and international medical education, with the aim of observing the potential applications of CBL. …”
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Intraoperative picture of hip joint lesion in ankylosing spondylitis: data from a retrospective analysis by A. O. Dubinin, A. E. Khramov, T. V. Dubinina, E. V. Ilinykh, E. I. Bialik

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Optimized Design of Cultural Space in Wuhan Metro: Analysis and Reflection Based on Multi-Source Data by Zhengcong Wei, Yangxue Hu, Yile Chen, Tianjia Wang

“…Wuhan, located in central China, has many subway lines and its engineering construction has set several national firsts, which is a typical sample of urban subway development in China. In this study, we use Python 3.13.0 crawler technology to capture the public’s comments on cultural space of Wuhan metro in social media and adopt SnowNLP sentiment score and LDA thematic clustering analysis to explore the overall quality, distinct characteristics, and deficiencies of Wuhan metro cultural space construction, and propose targeted design optimization strategies based on this study. …”
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Multi-source Data-driven Analysis of Deformation and Influencing Factors for Expansive Soil Canal Slopes by ZHANG Yuhan, HU Jiang, LI Xing

“…Furthermore, a self-explaining neural network (SENN) model incorporating an attention mechanism is developed to predict canal slope deformation. The model investigates the deformation characteristics, dominant controlling factors, and evolutionary mechanisms of deep excavated expansive soil slopes, facilitating multi-source data-driven analysis of deformation and its influencing factors. …”
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Four groups of noncommunicable diseases in outpatient health care: analysis of medical information system data by Ekaterina P. Kakorina, Irina V. Samorodskaya, Vera N. Larina, Vladimir G. Larin

“…MATERIALS AND METHODS: Depersonalized individual-level data were collected for 86 266 deceased individuals who had sought care for any reason at public outpatient clinics in the Moscow region during the year preceding death. …”
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Post-traumatic stress disorder, trauma and parenting stress: an individual participant data meta-analysis by Laurien Meijer, Kathleen Thomaes, Matthijs Blankers, Maja Deković, Molly R. Franz, Rolf Kleber, Elise M. van de Putte, Elisa van Ee, Elena Camisasca, Steffany J. Fredman, Dominik Moser, Larry L. Mullins, Maria Muzik, Mathilde Overbeek, Abigail Palmer Molina, Jessica Riggs, Katherine Rosenblum, Kristin Samuelson, Daniel Schechter, Chiara Suttora, Catrin Finkenauer

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An interpretable machine learning study for developing a binary classifier for predicting rehospitalization from skilled nursing facilities by Zhouyang Lou, Zachary Hass, Nan Kong

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Research on Construction Method of Distribution Network Data Pool Integrating Block Chain Concept by Qian ZHAO, Xiao ZHANG, Hong WANG, Rui MA, Tianhua WANG, Yuan ZHANG, Yanmin WANG

“…According to the requirements of business results, such as power grid planning, power grid diagnosis and analysis, project post-evaluation, this paper carried out date demand analysis, built the distribution network data platform to support the power supply company to develop business needs. …”
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Green building progress assessment: analysis of registered and certified buildings for LEED rating system by Iyad Ghazal, Sameh Monna

“…Green Building Council (USGBC) website) Using Google data analysis module studying different factors affecting green building growth and trying to spot any possible correlation between LEED and each factor. …”
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Unpacking Youth Privacy Management in AI Systems: A Privacy Calculus Model Analysis by Austin Shouli, Ankur Barthwal, Molly Campbell, Ajay Kumar Shrestha

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GAMYBINĖS LINIJOS, NAUDOJANT DUOMENŲ SURINKIMO SISTEMĄ, EFEKTYVUMO TYRIMAS by Donatas Dervinis

“…Based on these data, mathematical models were developed to calculate efficiency metrics. …”
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Structure and Key Technologies of Big Data Labeling System for Power Equipment Operation Status by Wenjun LIU, Ming DONG, Yuanfu XU, Qiang HAN, Xin WANG, Lei XU, Ming DU

“…With the rapid development and deep application of big data analysis technology in power grid, data label technology provides people with a new idea of data integration. …”
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A blockchain-enabled secure searchable-encryption-based data transaction protocol by Xingyun Hu, Yidan Chen, Haopeng Fan, Hualin Xu, Haoyuan Xue, Qifeng Tang, Siqi Lu, Yongjuan Wang

“…With the development of artificial intelligence and big data, data has become an important part of production factors, and the sharing and transaction of data have a very high importance. …”
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Analysis of the degree of implementation of the circular economy in Europe and Spain by María del Valle Fernández, José Manuel Robles, Marta Tolentino, Silvia M. Andrade

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Development of MongoDB-based Gait System with Interactive Visualization for Clinical Analysis by Rizal Rahman Rizkika, Helisyah Nur Fadhilah, Tanzilal Mustaqim, Rifdatun Ni'mah

“…Therefore, a MongoDB-based gait data management system was developed due to its flexibility in handling unstructured data and scalability. …”
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Agricultural Potential of Polish Voivodships in the Context of Sustainable Development by Iwona Foryś, Joanna Cymerman

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