Characterisation of urban environment and activity across space and time using street images and deep learning in Accra.
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| Title: | Characterisation of urban environment and activity across space and time using street images and deep learning in Accra. |
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| Authors: | Nathvani R; Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, UK.; MRC Centre for Environment and Health, School of Public Health, Imperial College London, London, UK., Clark SN; Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, UK.; MRC Centre for Environment and Health, School of Public Health, Imperial College London, London, UK., Muller E; Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, UK.; MRC Centre for Environment and Health, School of Public Health, Imperial College London, London, UK., Alli AS; Department of Environmental Health Sciences, School of Public Health and Health Sciences, University of Massachusetts, Amherst, USA., Bennett JE; Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, UK.; MRC Centre for Environment and Health, School of Public Health, Imperial College London, London, UK., Nimo J; Department of Physics, University of Ghana, Accra, Ghana., Moses JB; Department of Physics, University of Ghana, Accra, Ghana., Baah S; Department of Physics, University of Ghana, Accra, Ghana., Metzler AB; Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, UK.; MRC Centre for Environment and Health, School of Public Health, Imperial College London, London, UK., Brauer M; School of Population and Public Health, University of British Columbia, Vancouver, Canada., Suel E; Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, UK.; ETH Zurich, Zurich, Switzerland., Hughes AF; Department of Physics, University of Ghana, Accra, Ghana., Rashid T; Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, UK.; MRC Centre for Environment and Health, School of Public Health, Imperial College London, London, UK., Gemmell E; School of Population and Public Health, University of British Columbia, Vancouver, Canada., Moulds S; Department of Civil and Environmental Engineering, Imperial College London, London, UK., Baumgartner J; Department of Equity, Ethics and Policy, School of Population and Global Health, McGill University, Montreal, Canada.; Department of Epidemiology and Biostatistics, School of Population and Global Health, McGill University, Montreal, Canada., Toledano M; Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, UK.; MRC Centre for Environment and Health, School of Public Health, Imperial College London, London, UK.; Mohn Centre for Children's Health and Wellbeing, School of Public Health, Imperial College London, London, UK., Agyemang E; Department of Geography and Resource Development, University of Ghana, Accra, Ghana., Owusu G; Institute of Statistical, Social and Economic Research, University of Ghana, Accra, Ghana., Agyei-Mensah S; Department of Geography and Resource Development, University of Ghana, Accra, Ghana., Arku RE; Department of Environmental Health Sciences, School of Public Health and Health Sciences, University of Massachusetts, Amherst, USA. rarku@umass.edu., Ezzati M; Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, UK. majid.ezzati@imperial.ac.uk.; MRC Centre for Environment and Health, School of Public Health, Imperial College London, London, UK. majid.ezzati@imperial.ac.uk.; Regional Institute for Population Studies, University of Ghana, Accra, Ghana. majid.ezzati@imperial.ac.uk. |
| Source: | Scientific reports [Sci Rep] 2022 Nov 28; Vol. 12 (1), pp. 20470. Date of Electronic Publication: 2022 Nov 28. |
| Publication Type: | Journal Article; Research Support, Non-U.S. Gov't |
| Journal Info: | Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101563288 Publication Model: Electronic Cited Medium: Internet ISSN: 2045-2322 (Electronic) Linking ISSN: 20452322 NLM ISO Abbreviation: Sci Rep Subsets: MEDLINE |
| Database: | MEDLINE Ultimate |
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| ISSN: | 2045-2322 |
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| DOI: | 10.1038/s41598-022-24474-1 |
