Field expedient stool collection methods for gut microbiome analysis in deployed military environments by Car Reen Kok, James B. Thissen, Michele Cerroni, David R. Tribble, Anthony Cancio, Sophia Tran, Christina Schofield, Rhonda E. Colombo, Tom Troth, Christie Joya, Tahaniyat Lalani, Nicholas A. Be

“…Overall, the data presented here could help guide the future design of fecal microbiome study protocols in field and military deployment settings.IMPORTANCEThe assessment of field-deployable methods for fecal sample collection and storage is required to reliably capture samples collected in remote and austere locations. …”
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A Computer Vision Method for Finding Mislabelled Specimens Within Natural History Collections by Jack D. Hollister, Geoff Martin, Xiaohao Cai, Tammy Horton, Owain Powell, Mark Sterling, Glory Turnbull, Ben W. Price, Phillip B. Fenberg

“…This highlights the need for innovative and non‐destructive methods of taxonomic verification for specimens in large collections. …”
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Collecting Real-Life Psychophysiological Data via Wearables to Better Understand Child Behavior in a Children’s Psychiatric Center: Mixed Methods Study on Feasibility and Implementation by Karin Hagoort, Kirsten Smeets, Saskia Koldijk, Floortje Scheepers, Fleur Velders

“…As expected, the children found it easy to wear the device and the clinical staff predominantly expressed positive attitudes toward its use. The data collection proceeded relatively smoothly, and the collected data were of sufficient quality. …”
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Lateral flow devices for samples collected by straw sampling method for postmortem canine rabies diagnosis. by Milagros R Mananggit, Daria L Manalo, Nobuo Saito, Kazunori Kimitsuki, Alyssa Marie G Garcia, Patricia Mae T Lacanilao, Joely T Ongtangco, Cornhlo R Velasco, Maria Victoria A Del Rosario, Maria Glofezita O Lagayan, Kentaro Yamada, Chun-Ho Park, Satoshi Inoue, Motoi Suzuki, Mariko Saito-Obata, Yasuhiko Kamiya, Catalino S Demetria, Beatriz P Quiambao, Akira Nishizono

“…The performance of LFD by the straw sampling method showed relatively high sensitivity and 100% specificity compared with that of dFAT performed on samples collected after opening the skull. …”
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Methods and Observations from Routinely Collected Electronic Health Record Data in a Nationwide Jail Population: Introducing the Registry of Electronic Archives in Correctional Healthcare (REACH) Database by Amber Simpler, Adam Natoli, Yash Patade, William Jett

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Analysis of Autism Spectrum Disorder in Children with Data Mining Methods by Sümeyye Çelik, Melike Şişeci Çeşmeli

“…Actual and current autism spectrum disorder data collected from 292 children were used in this study. …”
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Research and development of data compression methods for technical monitoring systems by A. G. Yakunin

“…Methods for streaming data compression “on the fly” as it arrives, both lossy and lossless, as well as methods based on optimizing the structure of databases designed to store information collected during monitoring, are considered. …”
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Methodological Basis and Experience of Using Data Mining Methods in Trade by D. T. Kaiyp, M. G. Zhartybayeva, Zh. O. Oralbekova

“…As a result, scenarios of computer applications were created as a sample of the practical implementation of the algorithms of these methods. Building a quantitative trading strategy requires first statistical analysis of the information in the market and then testing the quantitative model on the collected data. …”
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Using primary and routinely collected data to determine prevalence and patterns of multimorbidity in rural China: a representative cross-sectional study of 6474 Chinese adultsResea... by Xinyi Zhang, Tingzhuo Liu, Zhifang Li, Jiajuan Yang, Huinan Hou, Tianyou Hao, Pei Zhang, Chi Hu, Mingjia Bao, Pengpeng Ye, Shangzhi Xiong, Wei Tian, Guangcan Yan, Jing Zhang, Yue Wang, Wei Jiang, Anqi Ge, Yonghui Pan, Devarsetty Praveen, David Peiris, Xiaoqi Feng, Ding Ding, Lijing L. Yan, Xiaolin Xu, Hanbin Zhang, Yongchen Wang, Wenjing Tian, Maoyi Tian

“…Combining routinely collected data with the primary data increased the prevalence of all single disease conditions. …”
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Sociological methods in human-geographic researches: features of application by Lyudmyla Niemets, Maryna Lohvynova, Olha Suptelo

“…Sociological methods operate with large amounts of data and can be applied at various stages of socio-geographical research: at the stage of collecting information, its processing and interpretation. …”
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Dwelling as method: Lingering in/with feminist curated data sets on Instagram by Brianna I. Wiens, Shana MacDonald

“…Using our method of digital dwelling, we analyze three sets of carousel posts on Instagram from three different accounts: Intersectional Environmentalist Collective, For the Wild, and Richa Kaul Padte. …”
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Data Leveling of Multi-Map Geochemical Exploration Data Using Compositional Data Analysis: A Case Study from the Baiyinchagan–Maodeng Area, Inner Mongolia, China by Rui Tang, Cheng Li, Keyan Xiao, Guodong Tang

“…Exploration geochemical data are typically collected and analyzed according to standard map sheets. …”
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Stacking data analysis method for Langmuir multi-probe payload by Jin Wang, Jin Wang, Duan Zhang, Qinghe Zhang, Qinghe Zhang, Xinyao Xie, Fangye Zou, Qingfu Du, Qingfu Du, V. Manu, Yanjv Sun

“…The results indicate that even with poor consistency among the currents collected by multiple probes, the coefficient of determination (R2) of the prediction results using this method can reach 0.9553, which is 0.5079 higher than that of the traditional diagnostic method.…”
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Crop breeding-related data and application of big data technologies in crop breeding by FAN Longjiang, WANG Weidi, WANG Bin, YE Chuyu, SHU Qingyao, ZHANG Hui

“…A lot of breeding-related data have been collected up to now. The big data technology was developed recently and has been successfully used in economics, IT (information technology) and other fields. …”
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CBID: A Scalable Method for Distributed Data Aggregation in WSNs by Aristides Mpitziopoulos, Damianos Gavalas, Charalampos Konstantopoulos, Grammati Pantziou

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Research on Data-driven PET-CT Gating Imaging Method by XU Shidong1, 2, 3, 4, SUN Xiaoli1, 3, 4, , LIU Shuangquan1, 3, 4, ZHENG Yushuang1, 3, 4, LI Mohan1, 3, 4, WEI Cunfeng1, 2, 3, 4

“…An improved data-driven gating method, partial data principal component analysis (PD-PCA), which optimizes the gating signal extraction approach and preprocesses the raw data was proposed. …”

Spatio-Temporal Data Augmentation Method for Network Traffic Prediction by Sung Oh, Myeong-Jun Oh, Jong-Kyung Im, Ji-Yeon Park, Joung-Sik Kim, Na-Rae Yi, Myung-Ho Kim, Sung-Ho Bae

“…Network traffic data inherently possesses both spatial and temporal characteristics, necessitating data augmentation methods that effectively incorporate both aspects. …”
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Machine learning methods (tokenization) in marketing research by E. V. Ganebnykh, N. K. Savelieva, A. A. Sozinova, O. V. Fokina, I. G. Altsybeeva

“…Closed-ended questions during data collection simplify data processing, but at the same time significantly limit the research subject depth. …”
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SARS-CoV-2 genomic contextual data harmonization: recommendations from a mixed methods analysis of COVID-19 case report forms across Canada by Rhiannon Cameron, Sarah Savić Kallesøe, Emma J. Griffiths, Damion Dooley, Aishwarya Sridhar, Anoosha Sehar, Lauren C. Tindale, William W.L. Hsiao

“…We make recommendations for better national coordination, integrated databases, and data harmonization tools. Conclusion This report compares data elements of the various case report forms used across Canada to identify overlaps and differences in the collection method of COVID-19 case information, while also highlighting data harmonization complications and potential solutions. …”
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Technology for collecting and analyzing relational data by E. N. Fedorova, G. M. Ruzhnikov, R. K. Fedorov

“…Thus, it is required the development of Internet data collection and analysis technology, which should allow to identify quickly model the data collected and automatically implement data collection in accordance with this model.Materials and methods. …”
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