A 3D Geodatabase for Urban Underground Infrastructures: Implementation and Application to Groundwater Management in Milan Metropolitan Area by Davide Sartirana, Marco Rotiroti, Chiara Zanotti, Tullia Bonomi, Letizia Fumagalli, Mattia De Amicis

“…Starting from a municipal cartography (Open Data), thus making the procedure replicable, a GIS methodology was proposed to gather all the underground infrastructures into an updatable 3D geodatabase (GDB) for the metropolitan city of Milan (Northern Italy). …”
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Research of physicochemical properties of the fine-dispersed stone waste of the stone processing enterprises for determining the behavior strategy by S.I., M.I., A.V., Yu.K., N.M.

“…An approximate composition of waste is determined using open data of the mineral and chemical composition of natural stone, which is confirmed by the analysis of the waste chemical composition described in Ukrainian scientific researching. …”
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Factors Influencing the Renewable Energy Consumption in Selected European Countries by Jan Polcyn, Yana Us, Oleksii Lyulyov, Tetyana Pimonenko, Aleksy Kwilinski

“…Stat and World Bank Open Data. This empirical analysis employed a set of estimation procedures such as the panel unit root test (Levin, Lin & Chu; Im, Pesaran, Shin W-Stat; ADF-Fisher Chi-square; and PP-Fisher Chi-square methods), the Pearson correlation, fixed- and random-effects models, generalized method of moments (GMM), Hausman and the robustness tests. …”
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Application-Based COVID-19 Micro-Mobility Solution for Safe and Smart Navigation in Pandemics by Sumit Mishra, Nikhil Singh, Devanjan Bhattacharya

“…Moreover, for further advancement and post-COVID-19 era, we discuss the need for adding open data policy and the spatial system architecture for data usage, as a part of a pandemic strategy. …”
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The potential of integrated transport modes: modelling the combined use of bicycles and train in Lisbon, Portugal by Teresa Santos, Ricardo Nogueira Mendes, Rui Pedro Julião

“…The aim is to evaluate how time travel and accessibility to amenities by bike, can be improved if public transportation such, as the train, is considered. The analysis uses open data and detailed GIS-based network analysis to examine the spatial relationship between transport opportunities, travel time and amenities access in Lisbon, Portugal. …”
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The foundations of big data sharing: A CGIAR international research organization perspective by Ashleigh M. Basel, Ashleigh M. Basel, Ashleigh M. Basel, Kien Tri Nguyen, Elizabeth Arnaud, Alessandro C. W. Craparo

“…The Platform then built GARDIAN (Global Agricultural Research Data Innovation and Acceleration Network)—a digital tool that harvests from ∼40 separate open data and publication repositories that 15 CGIAR centres have used for data synthesis. …”
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Unifying the identification of biomedical entities with the Bioregistry by Charles Tapley Hoyt, Meghan Balk, Tiffany J. Callahan, Daniel Domingo-Fernández, Melissa A. Haendel, Harshad B. Hegde, Daniel S. Himmelstein, Klas Karis, John Kunze, Tiago Lubiana, Nicolas Matentzoglu, Julie McMurry, Sierra Moxon, Christopher J. Mungall, Adriano Rutz, Deepak R. Unni, Egon Willighagen, Donald Winston, Benjamin M. Gyori

“…The Bioregistry addresses the need for a sustainable registry by leveraging public infrastructure and automation, and employing a progressive governance model centered around open code and open data to foster community contribution. The Bioregistry can be used to support the standardized annotation of data, models, ontologies, and scientific literature, thereby promoting their interoperability and reuse. …”
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Assessment of the ecological role of historic centres based on the relationship between biodiversity and urban composition by C.P. Buenaño, J.A. García-Esparza, A.J. Castelló, P. Altaba, A. Valentín

“…The first phase incorporates a review of recent literature to select biodiversity indicators, while the second focuses on open data analysis and incorporation into GIS software. …”
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Data representing climate-induced changes in the spatial distribution of key bee forage species for southwest Western Australia by Vidushi Patel, Bryan Boruff, Eloise Biggs, Natasha Pauli

“…Occurrence data were obtained from open data sources and through stakeholder engagement processes. …”
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PROBLEMS OF MANAGEMENT OF ECONOMIC SECURITY IN UKRAINE by O. Kuhareva, O. Lysa, V. Shapoval

“…To create an effective management system for the country’s economic security is proposed: to improve the methodology for calculating its level (differentiation of weight coefficients, application the criteria for destimulating assessments for indicators of investment and innovation security); to change its status to compulsory, not recommendatory; to provide reporting of the necessary statistical data and include it in the list (register) of open data sets that are subject to publication; to conduct continuous monitoring of indicators status of economic security; to identify trends in changes and identify problem segments; to develop socio-economic plans (programs) taking into account the criteria of economic security; to formulate tasks, authorities, responsibility and organize interaction of executive authorities in order to achieve the target level of state economic security. …”
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Spatial Driven Effects of Multi-Dimensional Urbanization on Carbon Emissions: A Case Study in Chengdu-Chongqing Urban Agglomeration by Jie Chang, Pingjun Sun, Guoen Wei

“…To fill this knowledge gap, this study analyzed the spatio-temporal variations of carbon emissions (TCE), the per capita carbon intensity (PCI), and the economic carbon intensity (ECI) in the Chengdu-Chongqing urban agglomeration (CUA) based on the Open-Data Inventory for Anthropogenic Carbon dioxide (ODIAC) from 2000–2018. …”
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Annual trends of ophthalmic surgeries in Japan’s super-aged society, 2014–2020: a national claims database study by Saori Wada, Masahiro Miyake, Masayuki Hata, Ai Kido, Takuro Kamei, Masahiro Akada, Shusuke Hiragi, Hiroshi Tamura, Akitaka Tsujikawa

“…Abstract This study aimed to analyze the trends and factors influencing the number of ophthalmic surgeries in Japan using the open data from the National Database of Health Insurance Claims and Specific Health Checkups of Japan published by the Ministry of Health, Labour and Welfare. …”
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Open-Source Data Collection and Data Sets for Activity Recognition in Smart Homes by Uwe Köckemann, Marjan Alirezaie, Jennifer Renoux, Nicolas Tsiftes, Mobyen Uddin Ahmed, Daniel Morberg, Maria Lindén, Amy Loutfi

“…Our second contribution is a series of open data sets which can be used to recognize activities of daily living. …”
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Building Damage Detection Using U-Net with Attention Mechanism from Pre- and Post-Disaster Remote Sensing Datasets by Chuyi Wu, Feng Zhang, Junshi Xia, Yichen Xu, Guoqing Li, Jibo Xie, Zhenhong Du, Renyi Liu

“…To verify the transferability and robustness of the model, we selected the dataset on the Maxar Open Data Program of two recent disasters to investigate the performance. …”
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Data + disasters : rethinking the role of Metro Boston's data intermediaries in disaster management by Kim, DeeDee

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PODPAC: open-source Python software for enabling harmonized, plug-and-play processing of disparate earth observation data sets and seamless transition onto the serverless cloud by... by Ueckermann, Mattheus P, Bieszczad, Jerry, Entekhabi, Dara, Shapiro, Marc L, Callendar, David R, Sullivan, David, Milloy, Jeffrey

“…We conclude with examples of PODPAC’s application to: encapsulate data sources available on Amazon Web Services (AWS) Open Data repository; harmonize processing of multiple earth science data sets for downscaling of NASA Soil Moisture Active Passive (SMAP) soil moisture data; and deploy a serverless SMAP-based drought monitoring application for use access from mobile devices. …”
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Personal credit default prediction fusion framework based on self-attention and cross-network algorithms by Han, Di, Guo, Wei, Chen, Yi, Wang, Bocheng, Li, Wenting

“…As the volume of open data from cloud platforms, including consumer, credit, and social data, experiences exponential growth, the problem of data collection for credit and lending has been effectively alleviated. …”
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Reappraising the variability of effects of antipsychotic medication in schizophrenia: a meta-analysis by McCutcheon, RA, Pillinger, T, Efthimiou, O, Maslej, M, Mulsant, BH, Young, AH, Cipriani, A, Howes, OD

“…Individual patient data (on 384 individuals who were administered antipsychotic treatment and 88 who received placebo) were obtained from the Yale University Open Data Access (YODA) database. Study-level data were obtained from a meta-analysis of 66 clinical trials including 17,202 patients. …”

PhenoMeNal: processing and analysis of metabolomics data in the cloud by Peters, K, Bradbury, J, Bergmann, S, Capuccini, M, Cascante, M, De Atauri, P, Ebbels, T, Foguet, C, Glen, R, Gonzalez-Beltran, A, Guenther, U, Handakas, E, Hankemeier, T, Herman, S, Haug, K, Holub, P, Izzo, M, Jacob, D, Johnson, D, Jourdan, F, Kale, N, Karaman, I, Khalili, B, Khoonsari, P, Kultima, K, Lampa, S, Larsson, A, Ludwig, C, Moreno, P, Neumann, S, Novella, JA, O'Donovan, C, Pearce, JTM, Peluso, A, Pireddu, L, Piras, ME, Reed, MAC, Rocca-Serra, P, Roger, P, Rosato, A, Rueedi, R, Ruttkies, C, Sadawi, N, Salek, R, Sansone, S-A, Selivanov, V, Spjuth, O, Schober, D, Thévenot, E, Tomasoni, M, Van Rijswijk, M, Van Vliet, M, Viant, M, Weber, R, Zanetti, G, Steinbeck, C

“…Its computationally-intensive nature has driven requirements for open data formats, data repositories and data analysis tools. …”

The role of strategic leaders, in building smart sustainable cities in the United Arab Emirates by Mahmood Yousfi, Halah Muneer, Din, Badariah, Omar, Rusdi

“…And work to build an ideal platform of high quality concerned with the applications of "data principles and standards." of smart data to respond to the changing needs of the system of large cities to build an integrated automated system, based on open data sharing standards, to increase the efficiency and effectiveness of crisis and disaster management and risk management represented in identifying risks and disasters according to classification." …”
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