More Efficient Manual Review of Automatically Transcribed Tabular Data by Bjørn-Richard Pedersen, Rigmor Katrine Johansen, Einar Holsbø, Hilde Sommerseth, Lars Ailo Bongo

“…We provide guidelines for efficient and accurate transcription of historical text by combining machine learning and manual review. We have open-sourced our custom annotation tool and made the reviewed images open access. …”
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Organisation management in the digital economy: graduation according to the degree of using digital technologies by A. V. Veretyokhin

“…The data is  taken from open sources. The author has analysed and summarised approaches to  the interpretation of  the digital economy, has grouped them and allocated as   follows: technocratic, specific, scientific and industrial, industrial and sectoral, information and spatial, evolutionary. …”
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Development of digital competence of university teachers and teaching staff by Aksar A. Eltemerov

“…A bibliometric analysis of open sources was carried out on the topic of developing digital competencies of university teachers and monitoring of scientific publications using the keywords: “digitalization”, “digital technologies”, “digital competence of a teacher”. …”
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Complex Power System Status Monitoring and Evaluation Using Big Data Platform and Machine Learning Algorithms: A Review and a Case Study by Yuanjun Guo, Zhile Yang, Shengzhong Feng, Jinxing Hu

“…This paper proposed a modified and optimized structure of the Big Data processing platform according to the power data sources and different structures. Numerous open-sourced Big Data analytical tools and software are integrated as modules of the analytic engine, and self-developed advanced algorithms are also designed. …”
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Improved BCI calibration in multimodal emotion recognition using heterogeneous adversarial transfer learning by Mehmet Ali Sarikaya, Gökhan Ince

“…The proposed framework is rigorously tested on two conventional open sourced datasets, SEED-V and DEAP. Additionally, the framework was applied to an immersive three-dimensional (3D) dataset named GraffitiVR, which we collected to capture the emotional and behavioral reactions of individuals experiencing urban graffiti in a VR environment. …”
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Innovative Approach to the Optimal Distribution of Citizens’ Pension Savings to Non-State Pension Funds by Evgeniy Kostyrin, Stepan Drynkin

“…The study’s information and empirical foundation comprised current regulatory legal acts, data from the Federal State Statistics Service (Rosstat), open data from the Central Bank of the Russian Federation (Bank of Russia), analysis of information sources on the activities of domestic NPFs, results of empirical studies by domestic and foreign authors, and information obtained from open sources on the profitability of 22 NPFs of the Russian Federation. …”
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Geometric properties of quantum entanglement and machine learning by S. V. Zuev

“…The datasets for analysis are taken from open sources. Data preprocessing was performed by the method of mapping features into numerical vectors, then the method of bringing the data to the desired dimension was applied. …”
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How Russian Doctoral Education Fulfills Its Main Mission: Scientometric Assessments (Article 2) by B. I. Bednyi, A. A. Mironos, N. V. Rybakov

“…Information on the results of each graduate’s research activities was obtained from open sources: the portal of the Higher Attestation Commission, the electronic catalog of the Russian State Library, Scopus and eLibrary.ru databases, as well as the database of the Industrial Property Institute. …”
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Promoting quality education through blended learning during and post COVID-19 pandemic by De-Graft Johnson Dei

“…Findings – The study established that COVID-19 had a devastating effect on tertiary institutions; multiple technological and open-sourced systems were deployed for teaching and learning; blended learning was adopted to augment the traditional face-to-face mode of teaching and learning due to its ease of use, usefulness and accessibility as it was used for quizzes and assignments, accessing lecture notes, among others. …”
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Prioritization of genes associated with the pathogenesis of leukosis in cattle by N. S. Yudin, N. L. Podkolodnyy, T. A. Agarkova, E. V. Ignatieva

“…Based on manually collected information from a range of open sources, a total of 446 genes were included in the catalog of cattle genes and genes of other mammals involved in the pathogenesis of BLV-induced infection. …”
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Determination of the quantitative content of chlorophylls in leaves by reflection spectra using the random forest algorithm by E. A. Urbanovich, D. A. Afonnikov, S. V. Nikolaev

“…We used the ref lection spectra for 276 leaf samples from 39 plant species obtained from open sources. 181 samples were from the sycamore maple (Acer pseudoplatanus L.). …”
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