Opportunities to reduce road traffic injury: new insights from the study of urban areas.
作者： Mark Stevenson , Jason Thompson , Jasper S. Wijnands , Kerry Nice , Gideon Aschwanden
DOI: 10.1080/17457300.2019.1704790
关键词: China 、 Carbon footprint 、 Injury prevention 、 Public transport 、 Urbanization 、 Environmental planning 、 Poison control 、 Transportation planning 、 Business 、 Scale (social sciences)
摘要: Over the past four decades considerable efforts have been taken to mitigate growing burden of road injury. With increasing urbanisation along with global mobility that demands not only safe but equitable, efficient and clean (reduced carbon footprint) transport, responses dealing burgeoning traffic injury in low- middle-income countries has become increasingly complex. In this paper, we apply unique methods identify important strategies could be implemented reduce Asia-Pacific region; a region comprising large (China India) are currently throes rapid motorisation. Using convolutional neural network approach, clustered containing total 1632 cities from around world into groups based on urban characteristics related public transport infrastructure. We then analysed 20 (containing 689 cities) assessed disease attributed these various characteristics. This study demonstrates utility employing image recognition discover new insights afford planning opportunities at regional scale.
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sci-hub.se 参考文章(20)
Federico Karagulian, Claudio A. Belis, Carlos Francisco C. Dora, Annette M. Prüss-Ustün, Sophie Bonjour, Heather Adair-Rohani, Markus Amann, Contributions to cities' ambient particulate matter (PM): a systematic review of local source contributions at global level Atmospheric Environment. ,vol. 120, pp. 475- 483 ,(2015) , 10.1016/J.ATMOSENV.2015.08.087
Foster Provost, Ron Kohavi, Guest Editors‘ Introduction: On Applied Research in MachineLearning Machine Learning. ,vol. 30, pp. 127- 132 ,(1998) , 10.1023/A:1007442505281
B.P. Hughes, S. Newstead, A. Anund, C.C. Shu, T. Falkmer, A review of models relevant to road safety Accident Analysis & Prevention. ,vol. 74, pp. 250- 270 ,(2015) , 10.1016/J.AAP.2014.06.003
Peter Gordon, Harry W. Richardson, Are Compact Cities a Desirable Planning Goal? Journal of the American Planning Association. ,vol. 63, pp. 95- 106 ,(1997) , 10.1080/01944369708975727
Christopher JL Murray, Theo Vos, Rafael Lozano, Mohsen Naghavi, Abraham D Flaxman, Catherine Michaud, Majid Ezzati, Kenji Shibuya, Joshua A Salomon, Safa Abdalla, Victor Aboyans, Jerry Abraham, Ilana Ackerman, Rakesh Aggarwal, Stephanie Y Ahn, Mohammed K Ali, Mohammad A AlMazroa, Miriam Alvarado, H Ross Anderson, Laurie M Anderson, Kathryn G Andrews, Charles Atkinson, Larry M Baddour, Adil N Bahalim, Suzanne Barker-Collo, Lope H Barrero, David H Bartels, Maria-Gloria Basáñez, Amanda Baxter, Michelle L Bell, Emelia J Benjamin, Derrick Bennett, Eduardo Bernabé, Kavi Bhalla, Bishal Bhandari, Boris Bikbov, Aref Bin Abdulhak, Gretchen Birbeck, James A Black, Hannah Blencowe, Jed D Blore, Fiona Blyth, Ian Bolliger, Audrey Bonaventure, Soufiane Boufous, Rupert Bourne, Michel Boussinesq, Tasanee Braithwaite, Carol Brayne, Lisa Bridgett, Simon Brooker, Peter Brooks, Traolach S Brugha, Claire Bryan-Hancock, Chiara Bucello, Rachelle Buchbinder, Geoffrey Buckle, Christine M Budke, Michael Burch, Peter Burney, Roy Burstein, Bianca Calabria, Benjamin Campbell, Charles E Canter, Hélène Carabin, Jonathan Carapetis, Loreto Carmona, Claudia Cella, Fiona Charlson, Honglei Chen, Andrew Tai-Ann Cheng, David Chou, Sumeet S Chugh, Luc E Coffeng, Steven D Colan, Samantha Colquhoun, K Ellicott Colson, John Condon, Myles D Connor, Leslie T Cooper, Matthew Corriere, Monica Cortinovis, Karen Courville De Vaccaro, William Couser, Benjamin C Cowie, Michael H Criqui, Marita Cross, Kaustubh C Dabhadkar, Manu Dahiya, Nabila Dahodwala, James Damsere-Derry, Goodarz Danaei, Adrian Davis, Diego De Leo, Louisa Degenhardt, Robert Dellavalle, Allyne Delossantos, Julie Denenberg, Sarah Derrett, Don C Des Jarlais, Samath D Dharmaratne, Mukesh Dherani, Cesar Diaz-Torne, Helen Dolk, E Ray Dorsey, Tim Driscoll, Herbert Duber, Beth Ebel, Karen Edmond, Alexis Elbaz, Suad Eltahir Ali, Holly Erskine, Patricia J Erwin, Patricia Espindola, Stalin E Ewoigbokhan, Farshad Farzadfar, Valery Feigin, David T Felson, Alize Ferrari, Cleusa P Ferri, Eric M Fèvre, Mariel M Finucane, Seth Flaxman, Louise Flood, Kyle Foreman, Mohammad H Forouzanfar, Francis Gerry R Fowkes, Marlene Fransen, Michael K Freeman, Belinda J Gabbe, Sherine E Gabriel, Emmanuela Gakidou, Hammad A Ganatra, Bianca Garcia, Flavio Gaspari, Richard F Gillum, Gerhard Gmel, Diego Gonzalez-Medina, Richard Gosselin, Rebecca Grainger, Bridget Grant, Justina Groeger, Francis Guillemin, David Gunnell, Ramyani Gupta, Juanita Haagsma, Holly Hagan, Yara A Halasa, Wayne Hall, Diana Haring, None, Disability-adjusted life years (DALYs) for 291 diseases and injuries in 21 regions, 1990-2010: a systematic analysis for the Global Burden of Disease Study 2010 The Lancet. ,vol. 380, pp. 2197- 2223 ,(2012) , 10.1016/S0140-6736(12)61689-4
John Pucher, Zhong‐ren Peng, Neha Mittal, Yi Zhu, Nisha Korattyswaroopam, Urban Transport Trends and Policies in China and India: Impacts of Rapid Economic Growth Transport Reviews. ,vol. 27, pp. 379- 410 ,(2007) , 10.1080/01441640601089988
Gareth R Davies, Ian Roberts, Is road safety being driven in the wrong direction International Journal of Epidemiology. ,vol. 43, pp. 1615- 1623 ,(2014) , 10.1093/IJE/DYU103
Christopher JL Murray, Julio Frenk, None, Health metrics and evaluation: strengthening the science The Lancet. ,vol. 371, pp. 1191- 1199 ,(2008) , 10.1016/S0140-6736(08)60526-7
Thomas M. J. Fruchterman, Edward M. Reingold, Graph drawing by force-directed placement Software - Practice and Experience. ,vol. 21, pp. 1129- 1164 ,(1991) , 10.1002/SPE.4380211102