The NANOGrav 15 yr Data Set: Search for Signals from New Physics by Adeela Afzal, Gabriella Agazie, Akash Anumarlapudi, Anne M. Archibald, Zaven Arzoumanian, Paul T. Baker, Bence Bécsy, Jose Juan Blanco-Pillado, Laura Blecha, Kimberly K. Boddy, Adam Brazier, Paul R. Brook, Sarah Burke-Spolaor, Rand Burnette, Robin Case, Maria Charisi, Shami Chatterjee, Katerina Chatziioannou, Belinda D. Cheeseboro, Siyuan Chen, Tyler Cohen, James M. Cordes, Neil J. Cornish, Fronefield Crawford, H. Thankful Cromartie, Kathryn Crowter, Curt J. Cutler, Megan E. DeCesar, Dallas DeGan, Paul B. Demorest, Heling Deng, Timothy Dolch, Brendan Drachler, Richard von Eckardstein, Elizabeth C. Ferrara, William Fiore, Emmanuel Fonseca, Gabriel E. Freedman, Nate Garver-Daniels, Peter A. Gentile, Kyle A. Gersbach, Joseph Glaser, Deborah C. Good, Lydia Guertin, Kayhan Gültekin, Jeffrey S. Hazboun, Sophie Hourihane, Kristina Islo, Ross J. Jennings, Aaron D. Johnson, Megan L. Jones, Andrew R. Kaiser, David L. Kaplan, Luke Zoltan Kelley, Matthew Kerr, Joey S. Key, Nima Laal, Michael T. Lam, William G. Lamb, T. Joseph W. Lazio, Vincent S. H. Lee, Natalia Lewandowska, Rafael R. Lino dos Santos, Tyson B. Littenberg, Tingting Liu, Duncan R. Lorimer, Jing Luo, Ryan S. Lynch, Chung-Pei Ma, Dustin R. Madison, Alexander McEwen, James W. McKee, Maura A. McLaughlin, Natasha McMann, Bradley W. Meyers, Patrick M. Meyers, Chiara M. F. Mingarelli, Andrea Mitridate, Jonathan Nay, Priyamvada Natarajan, Cherry Ng, David J. Nice, Stella Koch Ocker, Ken D. Olum, Timothy T. Pennucci, Benetge B. P. Perera, Polina Petrov, Nihan S. Pol, Henri A. Radovan, Scott M. Ransom, Paul S. Ray, Joseph D. Romano, Shashwat C. Sardesai, Ann Schmiedekamp, Carl Schmiedekamp, Kai Schmitz, Tobias Schröder, Levi Schult, Brent J. Shapiro-Albert, Xavier Siemens, Joseph Simon, Magdalena S. Siwek, Ingrid H. Stairs, Daniel R. Stinebring, Kevin Stovall, Peter Stratmann, Jerry P. Sun, Abhimanyu Susobhanan, Joseph K. Swiggum, Jacob Taylor, Stephen R. Taylor, Tanner Trickle, Jacob E. Turner, Caner Unal, Michele Vallisneri, Sonali Verma, Sarah J. Vigeland, Haley M. Wahl, Qiaohong Wang, Caitlin A. Witt, David Wright, Olivia Young, Kathryn M. Zurek, The NANOGrav Collaboration

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Value of hospital administrative data linked to national cancer registry records to identify metastatic disease at time of primary diagnosis in colorectal cancer patients: a study... by Orouba Almilaji, Linda Sharples, Ajay Aggarwal, David Cromwell, Kieran Horgan, Michael Braun, Robert Arnott, Julie Nossiter, Angela Kuryba, Alexandra Lewin, Brian Rous, Thomas Cowling, Jan Van Der Meulen, Kate Walker

“…Methods A national cohort of CRC patients diagnosed between 2013 and 2018 in England identified in CR data were linked to HAD. Metastatic disease was assumed to be present at diagnosis according to HAD if at least one of a set of pre-specified diagnostic ICD-10 codes appeared in a record of a hospital admission between one month before and six months after CRC diagnosis date. …”
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A novel imputation approach for power load time series data based on tsDatawig by Hui Wang, Fafa Zhang, Yujing Cai, Yuan Chen

“…However, due to physical factors such as sensor node failure, communication interruption, signal interference, etc., the power load data may be missing. Therefore, in this paper, we analyze historical power load data using the data imputation method and propose a time-coding method based on tsDataWig to solve the problem. …”
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FAIRness Along the Machine Learning Lifecycle Using Dataverse in Combination with MLflow by Lincoln Sherpa, Valentin Khaydarov, Ralph Müller-Pfefferkorn

“…Typical Machine Learning (ML) approaches are characterized by their iterative and exploratory nature: continuously refining and adapting not only code but also ML models to optimize the results and the performance on new data. …”
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Low-latency algorithm for improving data persistence in mobile low-duty-cycle wireless sensor network by Chan JIANG, Taoshen LI, Junbin LIANG

“…,the probability that all data can be recovered after some nodes die in the networks) is low.A distributed algorithm named LT-MDS for improving data persistence in MLDC-WSN was proposed.The algorithm used a new infectious data dissemination method to transmit the data,which enabled the data to be received by almost all the mobile nodes in a network with low latency and improved the reliability of the network.When a node receives the data,it would use LT (Luby transform) codes to encode and save them.By this way,the nodes with limited storage spaces can save more data information.Theoretical analyses and simulations show that LT-MDS can complete the process of data dissemination and preservation with low latency,and it can achieve high data persistence.…”
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Large Language Models for Machine-Readable Citation Data: Towards an Automated Metadata Curation Pipeline for Scholarly Journals by Aerith Y. Netzer

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Enhancing quantitative capacity for the health sector in post-Ebola Liberia, a tracer study of a locally developed and owned coding and biostatistics program [version 1; peer revie... by Laura A. Skrip, George B. Davis, Mulbah K.A. Kromah, Trokon O. Yeabah, Snoyonoh T. Barcon

“…To address the gap, a local NGO, Quantitative-Data for Decision-Making (Q4D), was founded to enhance capacity and opportunities for analyzing quantitative data among Liberians. …”
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First complete mitochondrial genome data of Hydrophilus bilineatus deciphered within the genus Hydrophilus by Nakasako Juiki, Ohara Daiki, Himeyuri Sunahata, Oda Rikuto, Nagano Sotaro, Fujimoto Erina, Tamura Naoya, Takuya Kiyoshi, Shin-ya Ohba, Jun-ichi Takahashi

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A deep learning-driven multi-layered steganographic approach for enhanced data security by Yousef Sanjalawe, Salam Al-E’mari, Salam Fraihat, Mosleh Abualhaj, Emran Alzubi

“…Huffman coding compresses data and obfuscates statistical patterns, enabling efficient embedding within cover images. …”
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Acetylcholine-gated current translates wake neuronal firing rate information into a spike timing-based code in Non-REM sleep, stabilizing neural network dynamics during memory cons... by Quinton M Skilling, Bolaji Eniwaye, Brittany C Clawson, James Shaver, Nicolette Ognjanovski, Sara J Aton, Michal Zochowski

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Channel and delay estimation for base-station-based cooperative communications in frequency flat-fading channels by Hongjun Xu, Laneil Padayachee

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Validation of ethnicity in administrative hospital data in women giving birth in England: cohort study by Ipek Gurol Urganci, Kate Walker, Dharmintra Pasupathy, Jennifer Elizabeth Jardine, Alissa Frémeaux, Megan Coe

“…Most disagreement was seen in women coded as mixed in either data set. Rates of obstetrical events and complications by ethnicity were similar regardless of data set used, with the most differences seen in women coded as mixed.Conclusions Levels of accuracy in ethnicity coding in administrative hospital records support the use of ethnicity collapsed into groups (white/South Asian/black/mixed/other), but findings for mixed and other groups, and more granular classifications, should be treated with caution. …”
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Exploiting Neural-Network Statistics for Low-Power DNN Inference by Lennart Bamberg, Ardalan Najafi, Alberto Garcia-Ortiz

“…This work addresses this bottleneck by contributing a low-power technique for edge-AI inference engines that combines overhead-free coding with a statistical analysis of the data and parameters of neural networks. …”
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Comparative Analysis of Tool Functionality in Descriptive Statistics of Language R by T. G. Apal’kova, K. G. Levchenko

“…As for estimating one statistical characteristic for segment of data produced by several grouping features, again only one command is necessary. …”
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Systematic assessment of COVID-19 host genetics using whole genome sequencing data. by Axel Schmidt, Nicolas Casadei, Fabian Brand, German Demidov, Elaheh Vojgani, Ayda Abolhassani, Rana Aldisi, Guillaume Butler-Laporte, DeCOI host genetics group, T Madhusankha Alawathurage, Max Augustin, Robert Bals, Carla Bellinghausen, Marc Moritz Berger, Michael Bitzer, Christian Bode, Jannik Boos, Thorsten Brenner, Oliver A Cornely, Thomas Eggermann, Johanna Erber, Torsten Feldt, Christian Fuchsberger, Julien Gagneur, Siri Göpel, Tobias Haack, Helene Häberle, Frank Hanses, Julia Heggemann, Ute Hehr, Johannes C Hellmuth, Christian Herr, Anke Hinney, Per Hoffmann, Thomas Illig, Björn-Erik Ole Jensen, Verena Keitel, Sarah Kim-Hellmuth, Philipp Koehler, Ingo Kurth, Anna-Lisa Lanz, Eicke Latz, Clara Lehmann, Tom Luedde, Carlo Maj, Michael Mian, Abigail Miller, Maximilian Muenchhoff, Isabell Pink, Ulrike Protzer, Hana Rohn, Jan Rybniker, Federica Scaggiante, Anna Schaffeldt, Clemens Scherer, Maximilian Schieck, Susanne V Schmidt, Philipp Schommers, Christoph D Spinner, Maria J G T Vehreschild, Thirumalaisamy P Velavan, Sonja Volland, Sibylle Wilfling, Christof Winter, J Brent Richards, DeCOI, André Heimbach, Kerstin Becker, Stephan Ossowski, Joachim L Schultze, Peter Nürnberg, Markus M Nöthen, Susanne Motameny, Michael Nothnagel, Olaf Riess, Eva C Schulte, Kerstin U Ludwig

“…., Europeans) suggested nominal enrichments of rare variants in coding and non-coding regions of interferon immune response genes in the overall analysis and male subgroup. …”
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A long non-coding RNA lncRNA-PE promotes invasion and epithelial–mesenchymal transition in hepatocellular carcinoma through the miR-200a/b-ZEB1 pathway by Yuan Shen, Shanshan Liu, Hanyu Yuan, Xiaomin Ying, Hanjiang Fu, Xiaofei Zheng

“…Long non-coding RNAs have been revealed to play important roles in the progression of hepatocellular carcinoma. …”
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FORMATION OF METHODICAL BASE IN THE COST-NAVIGATION SYSTEM by L. Zelentsova, Y. Vorontsova

“…Ensuring efficiency of this process with use of technology «Data Matrix» stroke coding is considered. Ability to integrate the studied methods into the «Cost-navigation» system which becomes a core of a cost management system. …”
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BioLake: an RNA expression analysis framework for prostate cancer biomarker powered by data lakehouse by Qiaowang Li, Yaser Gamallat, Jon George Rokne, Tarek A. Bismar, Reda Alhajj

“…The tool also significantly enhances result interpretability by providing the source code and detailed instructions. In terms of data storage design, BioLake adopts the data lakehouse architecture to provide storage scalability and analysis flexibility. …”
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Assembly of anhydrobiotic midge Polypedilum vanderplanki genome using Illumina and PacBio data by O.S. Kozlova, Z.I. Abramova

“…A completely new version of assembly of the African anhydrobiotic midge Polypedilum vanderplanki genome derived by deep DNA sequencing of the Pv11 cell line has been discussed. The input data include paired-end and mate-paired reads with various in­sert sizes supplemented with ultra-long reads of Pacific Biosciences platform sequencing. …”
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Research on content distribution mechanism of MP2P networks by Guo-yin ZHANG, Lu LI, Jian-guo SUN, Xiang-hui WANG

“…In consideration of the current MP2P network disturbance from frequent location changes of the mobile nodes,the limited computing power and storage capacity,a flexible strategy of partition management by assigning different functions to nodes according to some standards,regarding a subnet as a unit and using super-nodes to manage subnets were proposed.In order to speed up the data transmission and replacement efficiency,data was processed with partial network coding technology.Additionally,a trans-subnet query algorithm was proposed to link subnets,conduct informa-tion exchange between subnets and resource location.Results of the experiment manifested that this strategy can effi-ciently increase the resource download success rate and hit rate,reduce the average delay,improve the content distribu-tion efficiency of MP2P networks,and simultaneously enhance system robustness.…”
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