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European Alien Species Information Network (EASIN): supporting European policies and scientific research Stelios Katsanevakis1,2*, Ivan Deriu1, Fabio D’Amico1, Ana Luísa Nunes1, Sara Pelaez Sanchez1, Fabio Crocetta1, Margarita Arianoutsou3, Ioannis Bazos3, Anastasia Christopoulou3, Giovanna Curto4, Pinelopi Delipetrou5, Yannis Kokkoris3, Vadim Panov6, Wolfgang Rabitsch7, Alain Roques8, Riccardo Scalera9, Susan M. Shirley10, Elena Tricarico11, Andrea Vannini12, Argyro Zenetos13, Sevasti Zervou3, Andreas Zikos3 and Ana Cristina Cardoso1 1European Commission, Joint Research Centre (JRC), Institute for Environment and Sustainability (IES), 21027 Italy; 2Department of Marine Sciences, University of the Aegean, 81100 Mytilene, Greece; 3Department of Ecology and Systematics, Faculty of Biology, School of Sciences, National and Kapodistrian University of Athens,15784 Greece; 4Plant Protection Service, Emilia-Romagna Region, Via di Saliceto 81, 40128 Bologna, Italy; 5Department of Botany, Faculty of Biology, School of Sciences, National and Kapodistrian University of Athens, 15784 Greece; 6Regional Euro-Asian Biological Invasions Centre (REABIC), PL 3, 00981 Helsinki, Finland; 7Environment Agency Austria,Spittelauer Lände 5, 1090 Vienna, Austria; 8INRA UR633, Zoologie Forestière, 45075 Orléans, France; 9IUCN/SSC Invasive Species Specialist Group, Rome, Italy; 10Department of Forest Ecosystems and Society, Oregon State University, Corvallis, Oregon 97331, USA; 11Department of Biology, University of Florence, 50125 Firenze, Italy; 12Department for Innovation in Biological, Agro-food and Forest systems, University of Tuscia , 01100 Viterbo, Italy; 13Institute of Marine Biological Resources and Inland Waters, Hellenic Centre for Marine Research, Ag. Kosmas, Greece
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Road traffic injuries are a major cause of morbidity and mortality worldwide and currently rank ninth globally among the leading causes of disease burden regarding disability-adjusted life years lost. Nonthaburi and Pathum Thani are parts of the greater Bangkok metropolitan area, and the road traffic injury rate is very high in these areas. This study aimed to identify the environmental factors affecting road traffic injury risk prone areas and classify road traffic injuries from an environmental factor dataset using machine learning algorithms. Road traffic injury risk prone areas were set as the dependent variables for the analysis, with other factors that influence road traffic injury risk prone areas being set as independent variables. A total of 20 environmental factors were selected from the spatial datasets. Then, machine learning algorithms were applied using a grid search. The first experiment from 2017 in Nonthaburi and Pathum Thani was used for training the model, and the...
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… on Circuits and …
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