Imaging Bone–Cartilage Interactions in Osteoarthritis Using [F]-NaF PET-MRI by Dragana Savic MSc, Valentina Pedoia PhD, Youngho Seo PhD, Jaewon Yang PhD, Matt Bucknor MD, Benjamin L. Franc MD, Sharmila Majumdar PhD

“…Procedures: In this article, bone turnover and remodeling was studied using [ 18 F]-sodium fluoride (NaF) PET data. Quantitative MR-derived T 1ρ relaxation times characterized the biochemical cartilage degeneration. …”
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The use of photography for qualitative data collection with adolescent mothers: a scoping review by Daniela de Castro Barbosa Leonello, Giovanna Ushirobira Souza, Rhyquelle Rhibna Neris, Giovanna Cristina Machado Kayzuka, Marina Prado de Souza, Adriana Moraes Leite

“…Introduction: Photography has been increasingly explored in data collection processes, as it enriches the process and allows the interviewee to take on the role of protagonist [1]. …”
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The use of β-blockers in children in ICU – results of the interactive survey, a brief overview and own opinion by D. K. Аzovskiy, A. U. Lekmanov, A. P. Shadchnev

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The Greenhouse Effect: Using Student-Generated Agricultural Data to Warm Up Students for Data-Based Decision Making by Shonda Kuiper, Abhishek Chakraborty, Tyler George, Lisa W. Kay, Lawrence M. Lesser, Ginger Rowell, Dennis Pearl, Scott Crawford, Anna Olsen

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Expression Recognition Using Improved AlexNet Network in Robot Intelligent Interactive System by Yifeng Zhao, Deyun Chen

“…Aiming at the insufficient feature extraction in the expression feature extraction stage of traditional convolutional neural network and the misclassification of mislabeled samples, an expression recognition and robot intelligent interaction method using deep learning is proposed. …”
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Using Big Data in Consumer Behavior Analysis: A Case Study by Adrian Ionuț MOȘESCU, Denisa-Roxana BOTEA-MUNTEAN, Daniela MARINICĂ, Brîndușa BÎRSAN, Daniela Maria STANCIU (FRĂȚILĂ), Paul COSMOVICI, Ștefan-Claudiu CĂESCU

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Using WhatsApp in Distance Education: Assessing the Impact on Academic Interaction and Influencing Factors by Jose Miguel Romero-Saritama, Sandra Espinosa-Tapia, Antonio Palacios-Rodríguez

“…The data were analyzed using Mann–Whitney U and Kruskal–Wallis tests and a K-means clustering analysis. …”
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Assessing the interactions between time series signals using weighted horizontal visibility graphs by Arya Teymourlouei, James Reggia, Rodolphe Gentili

“…Individual timepoints are treated as nodes, and edges are formed by some criterion of visibility between data points. Comparing two visibility graphs can facilitate assessment of the strength of interactions between the associated signals. …”
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Simulation of the micro-dynamics in soil–cornstalk–disc interactions using the discrete element method by Peng Wu, Xirui Zhang, Ying Chen

“…Experimental data were used to calibrate and validate the model. …”
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Deciphering dynamic antibiotics-microbiome-metabolome interactions in preterm infants using systems biology by Seo-Young Park, Yi Qing Lee, Dongseok Kim, Dong Kyung Sung, Kyeong-Seog Kim, Jae-Seung Lee, Joo-Youn Cho, Wonsik Lee, Se In Sung, Dong-Yup Lee

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Choose Your Own Adventure: Using Twine for Gamified Interactive Learning in Veterinary Anaesthesia by José I. Redondo, M. Reyes Marti-Scharfhausen, Agustín Martínez-Albiñana, Ariel Cañón-Pérez, Álvaro J. Gutiérrez-Bautista, Jaime Viscasillas, E. Zoe Hernández-Magaña

“…This study evaluates the effectiveness of a Twine-based web system in improving experiential learning, engagement, knowledge retention, and decision-making skills in veterinary anaesthesia students. Five interactive clinical cases were developed using Twine, simulating realistic anaesthesia scenarios with decision points and gamified elements, such as scoring systems and resource management. …”
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Using interactive platforms to encode, manage and explore immune-related adverse outcome pathways by Alexander Mazein, Muhammad Shoaib, Miriam Alb, Christina Sakellariou, Charline Sommer, Katherina Sewald, Kristin Reiche, Patricia Gogesch, Luise A. Roser, Samira Ortega Iannazzo, Sapna Sheth, Susanne Schiffmann, Zoe Waibler, Vanessa Neuhaus, Susann Dehmel, Venkata Satagopam, Reinhard Schneider, Marek Ostaszewski, Wei Gu

“…The proposed systems immunotoxicology workflow is illustrated with chimeric antigen receptor (CAR) T cell treatment as a use case. To this end, the linear adverse outcome pathway (AOP) is expanded into a molecular interaction model in standard systems biology formats. …”
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Analysis of adverse events with ruxolitinib using real-world datasets and drug-interaction networks by Hideyuki Tanaka, Mika Maezawa, Mizuki Tanaka, Ryogo Umetsu, Sakiko Hirofuji, Koumi Miyasaka, Satoshi Nakao, Yuka Nokura, Moe Yamashita, Nanaka Ichihara, Kana Sugishita, Tomofumi Yamazaki, Kohei Shiota, Hirofumi Tamaki, Kazuhiro Iguchi, Mitsuhiro Nakamura

“…Data obtained from the drug–gene interaction, drug signature, search tool for chemical interactions, and interaction reference index databases were used to construct a drug–gene interaction network. …”
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A Survey of SNP Data Analysis by Xiaojun Ding, Xuan Guo

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Use of Interactive, Patient-Centric Mobile Health Technology in Sub-Saharan Africa: A Scoping Review by Kamaria L. Lee, Susan Citonje Msadabwe-Chikuni, Dorothy C. Lombe, Graciela M. Nogueras Gonzalez, Pavitra P. Krishnamani, Patrick P. Carriere, Austin Huang, Lango Sichizya, Elizabeth Yu Chiao, Kate J. Krause, Lilie L. Lin, Susan K. Peterson

“…Discrepancies were resolved through consensus. Data extraction/review was completed using Covidence software and Microsoft Excel.RESULTSWe retrieved 1,380 unique citations. …”
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La passation des marchés publics : une entrée utile pour l’analyse des interactions spatiales dans l’espace français by Amélie Deschamps, Cyrille Genre-Grandpierre, Pierre-Henri Morand

“…Additionally, the spatial dynamics of public procurement appear to vary depending on the type of contract (supplies, services, or works). Finally, we use data on works contracts in the Vaucluse (France) at the municipal level to illustrate how FOPPA data can offer a novel perspective on the relevance of territorial divisions.In this article, we illustrate some of the scope for analysis offered by the FOPPA database, by producing analyses of interactions, through the prism of public procurement, at regional, departmental, and municipal levels. …”
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NPFC-Test: A Multimodal Dataset from an Interactive Digital Assessment Using Wearables and Self-Reports by Luis Fernando Morán-Mirabal, Luis Eduardo Güemes-Frese, Mariana Favarony-Avila, Sergio Noé Torres-Rodríguez, Jessica Alejandra Ruiz-Ramirez

“…The dataset was built by collecting multimodal indicators such as neuronal, physiological, and facial data using a portable EEG headband, a medical-grade biometric bracelet, a high-resolution depth camera, and self-report questionnaires. …”
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LLM-Enhanced Human–Machine Interaction for Adaptive Decision-Making in Dynamic Manufacturing Process Environments by Zozan Keskin, Dominik Joosten, Nils Klasen, Meike Huber, Chang Liu, Benny Drescher, Robert H. Schmitt

“…Tested on process data from an industrial extrusion process that has been enhanced using data augmentation techniques, the proposed concept demonstrates the capability to retrieve relevant data and present tailored visualizations based on simple user prompts. …”
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Spiking neural network tactile classification method with faster and more accurate membrane potential representation by Jing Yang, Zukun Yu, Xiaoyang Ji, Zhidong Su, Shaobo Li, Yang Cao

“…Abstract Robot perception is an important topic in artificial intelligence field, and tactile recognition in particular is indispensable for human–computer interaction. Efficiently classifying data obtained by touch sensors has long been an issue. …”
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Application of weighted low rank approximations: outlier detection in a data matrix by Marisol García-Peña, Sergio Arciniegas-Alarcón, Kaye E. Basford

“…The presence of these defines what type of explanatory and/or predictive modeling should be used subsequently. This paper presents strategies to identify outliers in any data set using weighted approximations of a matrix. …”
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