A Novel Deep Learning–Based System for Triage in the Emergency Department Using Electronic Medical Records: Retrospective Cohort Study by Li-Hung Yao, Ka-Chun Leung, Chu-Lin Tsai, Chien-Hua Huang, Li-Chen Fu

“…MethodsWe conducted a retrospective study using data from an open data set from the National Hospital Ambulatory Medical Care Survey from 2012 to 2016 and data from a local data set from the National Taiwan University Hospital from 2009 to 2015. …”
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THE RELATIONSHIP BETWEEN GROWTH RATES OF KYIV FACTORY TYPE UKRAINIAN BLACK-AND-WHITE DAIRY BREED HEIFERS AND COWS LIFELONG PRODUCTIVITY by A. A. Klymkovetskyi

“…The not installed relationship between the average daily gain of heifers and the duration of the open data period and the period between calving. These traits are more relate to the milk production of cows than to the growth of heifers. …”
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Birth preparedness and complication readiness among husbands and its association with skilled birth attendance in southern Ethiopia by Yordanos Gizachew Yeshitila, Peter Memah

“…Data were collected electronically using the Open Data Kit. The data were exported to STATA version 16 for analysis. …”
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Snow Cover Evolution in the Gran Paradiso National Park, Italian Alps, Using the Earth Observation Data Cube by Charlotte Poussin, Yaniss Guigoz, Elisa Palazzi, Silvia Terzago, Bruno Chatenoux, Gregory Giuliani

“…As remotely sensed data can contribute to filling the gap of sparse in-situ stations in high-altitude environments, a methodology for snow cover detection through time series analyses using Landsat satellite observations stored in an Open Data Cube is described in this paper, and applied to a case study on the Gran Paradiso National Park, in the western Italian Alps. …”
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Awareness, Perception and Acceptance of Malaria Vaccine among Women of the Reproductive Age Group in a rural community in Soba, Kaduna State, North-west Nigeria. by Sani Musa, Abdulhakeem Abayomi Olorukooba, Nuru Suleiman Muhammad, Bilqis Muhammad, Hauwa Umar Makarfi

“…The data were collected using an open data kit (ODK-1) mounted on android tablets and entered into International Business Machine Statistical Package for Social Sciences (IBM SPSS) version 23 Software. …”
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Utilization of sexual and reproductive health services among construction worker women in southern Ethiopia by Tadele Dana Darebo, Zewudu Birhanu, Mihretu Alemayehu, Behailu Balcha, Adisu Worku, Desalegn Dawit Assele, Mark Spigt

“…The data were collected by a pretested structured questionnaire using an open data kit (ODK) and exported to Statistical Package for Social Sciences (SPSS) version 25 for analysis. …”
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Comparison between Dense L-Band and C-Band Synthetic Aperture Radar (SAR) Time Series for Crop Area Mapping over a NISAR Calibration-Validation Site by Simon Kraatz, Nathan Torbick, Xianfeng Jiao, Xiaodong Huang, Laura Dingle Robertson, Andrew Davidson, Heather McNairn, Michael H. Cosh, Paul Siqueira

“…Evaluations were performed against the Agriculture and Agri-Food Canada satellite-based Annual Cropland Inventory (ACI), an open data product that maps land cover across the extent of Canada’s agricultural land. …”
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Changes in Air Quality during the COVID-19 Pandemic and Associated Health Benefits in Korea by Ji Hoon Seo, Ji Soo Kim, Jinho Yang, Hyunjun Yun, Minwoo Roh, Jung Woon Kim, Songhun Yu, Na Na Jeong, Hyun Woo Jeon, Joung Sook Choi, Jong Ryeul Sohn

“…We analyzed the impacts of social distancing and transboundary pollutants on air quality changes using open data and examined the corresponding health benefits focusing on two domestic cities (Seoul and Daegu) in Korea where the spread of coronavirus was severe. …”
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External control arm analysis: an evaluation of propensity score approaches, G-computation, and doubly debiased machine learning by Nicolas Loiseau, Paul Trichelair, Maxime He, Mathieu Andreux, Mikhail Zaslavskiy, Gilles Wainrib, Michael G. B. Blum

“…The replication study relies on five type 2 diabetes randomized clinical trials granted by the Yale University Open Data Access (YODA) project. From the pool of five trials, observational experiments are artificially built by replacing a control arm from one trial by an arm originating from another trial and containing similarly-treated patients. …”
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IoTwins: Toward Implementation of Distributed Digital Twins in Industry 4.0 Settings by Alessandro Costantini, Giuseppe Di Modica, Jean Christian Ahouangonou, Doina Cristina Duma, Barbara Martelli, Matteo Galletti, Marica Antonacci, Daniel Nehls, Paolo Bellavista, Cedric Delamarre, Daniele Cesini

“…In the industrial manufacturing field, a digital model refers to a virtual representation of a physical product or process that integrates data taken from various sources, such as application program interface (API) data, historical data, embedded sensor data and open data, and that is capable of providing manufacturers with unprecedented insights into the product’s expected performance or the defects that may cause malfunctions. …”
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Mars, a molecule archive suite for reproducible analysis and reporting of single-molecule properties from bioimages by Nadia M Huisjes, Thomas M Retzer, Matthias J Scherr, Rohit Agarwal, Lional Rajappa, Barbara Safaric, Anita Minnen, Karl E Duderstadt

“…Mars provides a flexible solution for reproducible analysis of image-derived properties, facilitating the discovery and quantitative classification of new biological phenomena with an open data format accessible to everyone.…”
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A Geological Environment Characteristics Dataset of Tidal Flat Surface Sediments: A 2021 Pilot Study of the Gomso Bay Tidal Flat Area to Use of Sediment Type Data by Kyoungkyu Park, Han Jun Woo, Hoi-Soo Jung, Joo Bong Jeong, Joo-Hyung Ryu, Jun-Ho Lee

“…It should be useful data for research, tidal flat environment conservation management and free open data for users of related researchers.…”
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Volatility of the COVID-19 vaccine hesitancy: sentiment analysis conducted in Brazil by Celso Machado Júnior, Celso Machado Júnior, Daielly Melina Nassif Mantovani, Luísa Veras de Sandes-Guimarães, Maria do Carmo Romeiro, Cristiane Jaciara Furlaneto, Cristiane Jaciara Furlaneto, Roberto Bazanini

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Meta-research on pragmatism of randomized trials: rationale and design of the PragMeta database by Julian Hirt, Perrine Janiaud, Pascal Düblin, Lars G. Hemkens

“…Methods PragMeta is a non-commercial, open data platform and infrastructure to facilitate research on pragmatic trials. …”
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EL PROYECTO EUROPEO ECO. ROMPIENDO BARRERAS EN EL ACCESO AL CONOCIMIENTO by Sara Osuna-Acedo, Javier Gil-Quintana

“…El Proyecto europeo ECO ( E-learning, Communication, Open-Data ) busca desarrollar un modelo educativo horizontal y bidireccional, desde la nueva realidad de los MOOC. …”
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Anxiety and its associated factors among inmates in ARBA Minch and JINKA town, southern Ethiopia by Hanan Abdulkadir, Meseret Girma, Zeleke Gebru, Negussie Boti Sidamo, Gebremaryam Temesgen, Kiyar Jemal

“…Data was collected by using open data kit then converted to excel and exported to SPSS version 25 for analysis. …”
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Digital system of registering, storage and actualization of municipal legal acts: elaboration and approbation in the territory of Krasnoyarsk krai by I. A. Damm, O. V. Ron’Zhina, E. A. Akunchenko, A. V. Korkhov, M. A. Volkova

“…Given the functions that may be performed by EIS (ensuring access of citizens to the system of legal acts; their storage and systematization; communication between local governments and public authorities; provision of official, authentic texts of a legislative act; organization of discussion on drafts of municipal legal acts; formation of open data, etc.), it seems necessary to legislatively establish a legal regime of EIS as the official legal information system. …”
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A Data-Driven Energy Platform: From Energy Performance Certificates to Human-Readable Knowledge through Dynamic High-Resolution Geospatial Maps by Tania Cerquitelli, Evelina Di Corso, Stefano Proto, Paolo Bethaz, Daniele Mazzarelli, Alfonso Capozzoli, Elena Baralis, Marco Mellia, Silvia Casagrande, Martina Tamburini

“…The energy certificates analyzed in this work have been issued by the Piedmont Region (a northwest region of Italy) through open data. The results obtained on a large dataset are displayed in novel, dynamic, and interactive geospatial maps that can be consulted on a web application integrated into the system. …”
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Improving out of vocabulary words recognition accuracy for an end-to-end Russian speech recognition system by Andrei Yu. Andrusenko, Aleksei N. Romanenko

“…In this paper, this problem is investigated on the basis of an open data set of the Russian language (common voice) and an integrated ASR system using the WFST decoder. …”
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Prevalence of HIV in Kazakhstan 2010–2020 and Its Forecasting for the Next 10 Years by Mussina K, Kadyrov S, Kashkynbayev A, Yerdessov S, Zhakhina G, Sakko Y, Zollanvari A, Gaipov A

“…We estimated the parameters of the models using open data on the prevalence of HIV infection among women and men (aged 15– 49 years) in Kazakhstan provided by the Kazakhstan Bureau of National Statistics. …”
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