Bridging acute and chronic stress effects on inflammation: protocol for a mixed-methods intensive longitudinal study by Lennart Seizer, Anja Pascher, Sonja Branz, Nadine Schmitt, Johanna Löchner, Björn W. Schuller, Nicolas Rohleder, Tobias J. Renner

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Informational Support for Agricultural Machinery Management in Field Crop Cultivation by Chavdar Z. Vezirov, Atanas Z. Atanasov, Plamena D. Nikolova, Kalin H. Hristov

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Improving Data Entry Quality in Enterprise Applications With NLP Methods: A Model Proposal Based on BERT and Deep Learning by H. Canli

“…Within the scope of the study, training was conducted on historical data and errors in user data entry were detected with various classification methods. …”
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Large variability of nitrate load estimated from sparse measurements by typical methods in Atlantic Canada by Kang Liang, Kang Liang, Yefang Jiang, Keith Fuller, Marcos Cordeiro, Xuesong Zhang, Junyu Qi, Xiaoyuan Geng, Tao Liu, Qian Zhang, Mohammad Amir Azimi, Fan-Rui Meng

“…Large data gaps result in systematic errors when estimating nitrogen load based on traditional regression methods. …”
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Leveraging social media data to study disease and treatment characteristics of Hodgkin's lymphoma Using Natural Language Processing methods. by Zasim Azhar Siddiqui, Maryam Pathan, Sabina Nduaguba, Traci LeMasters, Virginia G Scott, Usha Sambamoorthi, Jay S Patel

“…<h4>Results</h4>After data preparation, 80,811 posts were collected: 500 for annotation guideline development, 2,000 for NLP application development, and the remaining 78,311 for deploying the application. …”
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Evaluation of inflammation adjustment methods to assess iron deficiency using longitudinal data from norovirus human challenge trials. by Yi-An Ko, Parminder S Suchdev, Jiaxi Geng, Hanqi Luo, Melissa F Young, Anne M Williams

“…A limitation of existing inflammation-adjustment methods is reliance on cross-sectional data to evaluate method performance. …”
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The Costs of Digital Health Interventions to Improve Immunization Data in Low- and Middle-Income Countries: Multicountry Mixed Methods Study by Carlo Federici, Maria Verykiou, Marianna Cavazza, Willyhelmina Olomi, Piero Irakiza, Kizito Kayumba, Edith Rodriguez, Luis Enrique Castillo Mendoza, Stefano Malvolti, Claire Hugo, Nyanda Elias Ntinginya, Souleymane Camara, Issa Sabi, Nagnouma Sano, Hassan Sibomana, Jeanine Condo, Aleksandra Torbica, Claudio Jommi, Carsten Mantel, Viviana Mangiaterra

“…Primary survey data were collected to gauge the operational expenses of immunization information systems, both with and without electronic tools, using an activity-based costing approach in 275 facilities. …”
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Method for coal mine safety risk management based on knowledge graph by DUAN Ruiwei

“…Addressing the challenges of multi-source data fusion and poor real-time early warning capabilities in traditional coal mine safety risk monitoring methods, which result in unsatisfactory performance in real-time risk warning and dynamic response, this paper proposes a coal mine safety risk management method based on knowledge graph. …”
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Introducing the UK Crop Microbiome Cryobank data resource, AgMicrobiomeBase, with case studies and methods on metabarcoding analyses by Payton To Yau, Rodrigo G. Taketani, J. Miguel Bonnin, Helen Stewart, Catriona M.A. Thompson, Ian M. Clark, Tim H. Mauchline, Jacob G. Malone, Matthew J. Ryan, Susan Jones, Nicola Holden

“…The UKCMCB is a scalable sequence-based data catalogue linked to a cryo-preserved sample collection. …”
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Tailoring Rheumatoid Arthritis Visit Timing Based on mHealth App Data: Mixed Methods Assessment of Implementation and Usability by Robert S Rudin, Leah M Santacroce, Ishani Ganguli, Daniel H Solomon

“…Better engagement of clinicians may improve the use of PRO data.…”
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Strategies for population-level identification of post-acute sequelae of COVID-19 through health administrative data by Cristina Mazzali, Pietro Magnoni, Alberto Zucchi, Giovanni Maifredi, Luca Cavalieri d’Oro, Maria Letizia Gambino, Anna Clara Fanetti, Pietro Giovanni Perotti, Marco Villa, Maria Grazia Valsecchi, Daria Vigani, Claudio Lucifora, Antonio Giampiero Russo

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Location Method of Buried Polyethylene Gas Pipeline Based on Acoustic Signal Ellipse Method by Hanyu Zhang, Yang Li, Zhuo Xu, Ao Zhang, Xianfa Liu, Pengyao Sun, Xianchao Sun

“…First, a dual-tree complex wavelet transform is employed to denoise the collected signals, enhancing the quality and accuracy of the data. …”
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FedEmerge: An Entropy-Guided Federated Learning Method for Sensor Networks and Edge Intelligence by Koffka Khan

“…Traditional FL methods like FedAvg struggle with highly heterogeneous (non-IID) client data, which is common in these settings. …”
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MVSAPNet: A Multivariate Data-Driven Method for Detecting Disc Cutter Wear States in Composite Strata Shield Tunneling by Yewei Xiong, Xinwen Gao, Dahua Ye

“…The method performs better on the data collected from the Ma Wan Cross-Sea Tunnel project in Shenzhen, China, with an accuracy of 0.9187 and an F1 score of 0.8978, yielding higher values than the experimental results of other classification models.…”
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Synchronous phasor anomaly detection method of real-time electricity price data in power market considering recording deviation by Xin Zhao, Zhe Liu, Meng He

“…This paper comprehensively analyzes the causes of abnormal real-time node electricity price data collected by PMU in the bilateral negotiated electricity market. …”
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Longitudinal Tire Force Estimation Method for 4WIDEV Based on Data-Driven Modified Recursive Subspace Identification Algorithm by Xiaoyu Wang, Te Chen, Jiankang Lu

“…For the longitudinal tire force estimation problem of four-wheel independent drive electric vehicles (4WIDEVs), traditional model-based observers have limitations such as high modeling complexity and strong parameter sensitivity, while pure data-driven methods are susceptible to noise interference and have insufficient generalization ability. …”
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Novel Drop‐Sampler for Simultaneous Collection of Stereo‐Video, Environmental DNA and Oceanographic Data by Samuel Thompson, Simon Jarman, Kingsley Griffin, Claude Spencer, Gabrielle Cummins, Julian Partridge, Tim Langlois

“…We designed and tested a rapidly deployable, robust method pairing water sampling for eDNA collection and stereo‐video imagery, comparing inferred fish assemblages with interspersed baited remote underwater video (stereo‐BRUV) samples. …”
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Unmanned-Aerial-Vehicle Trajectory Planning for Reliable Edge Data Collection in Complex Environments by Zhengzhe Xiang, Fuli Ying, Xizi Xue, Xiaorui Peng, Yufei Zhang

“…This shift imposes challenges on efficiently handling the substantial data generated at the edge, especially in extreme scenarios, where conventional data collection methods face limitations. …”
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Ex-ante determinants of IPOs: A dataset for the Malaysian IPOsMendeley Data by Ali Albada, Soo-Wah Low, Rabie A. Ramadan, Khalid Al Qatiti, Muataz Salam Al-Daweri

“…The final sample comprises 350 IPOs priced using the fixed-price method, which were hand-collected from multiple sources. …”
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Optimization method for civil aircraft maintenance tasks with obvious operation effects of faults by LAI Tao, CAI Jing, ASSILA Achraf

“…Secondly, all planned and unplanned maintenance data related to this category of maintenance tasks are collected. …”
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