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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.
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
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  Data: <searchLink fieldCode="AU" term="%22Nathvani+R%22">Nathvani R</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Clark+SN%22">Clark SN</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Muller+E%22">Muller E</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Alli+AS%22">Alli AS</searchLink>; Department of Environmental Health Sciences, School of Public Health and Health Sciences, University of Massachusetts, Amherst, USA.<br /><searchLink fieldCode="AU" term="%22Bennett+JE%22">Bennett JE</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Nimo+J%22">Nimo J</searchLink>; Department of Physics, University of Ghana, Accra, Ghana.<br /><searchLink fieldCode="AU" term="%22Moses+JB%22">Moses JB</searchLink>; Department of Physics, University of Ghana, Accra, Ghana.<br /><searchLink fieldCode="AU" term="%22Baah+S%22">Baah S</searchLink>; Department of Physics, University of Ghana, Accra, Ghana.<br /><searchLink fieldCode="AU" term="%22Metzler+AB%22">Metzler AB</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Brauer+M%22">Brauer M</searchLink>; School of Population and Public Health, University of British Columbia, Vancouver, Canada.<br /><searchLink fieldCode="AU" term="%22Suel+E%22">Suel E</searchLink>; Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, UK.; ETH Zurich, Zurich, Switzerland.<br /><searchLink fieldCode="AU" term="%22Hughes+AF%22">Hughes AF</searchLink>; Department of Physics, University of Ghana, Accra, Ghana.<br /><searchLink fieldCode="AU" term="%22Rashid+T%22">Rashid T</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Gemmell+E%22">Gemmell E</searchLink>; School of Population and Public Health, University of British Columbia, Vancouver, Canada.<br /><searchLink fieldCode="AU" term="%22Moulds+S%22">Moulds S</searchLink>; Department of Civil and Environmental Engineering, Imperial College London, London, UK.<br /><searchLink fieldCode="AU" term="%22Baumgartner+J%22">Baumgartner J</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Toledano+M%22">Toledano M</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Agyemang+E%22">Agyemang E</searchLink>; Department of Geography and Resource Development, University of Ghana, Accra, Ghana.<br /><searchLink fieldCode="AU" term="%22Owusu+G%22">Owusu G</searchLink>; Institute of Statistical, Social and Economic Research, University of Ghana, Accra, Ghana.<br /><searchLink fieldCode="AU" term="%22Agyei-Mensah+S%22">Agyei-Mensah S</searchLink>; Department of Geography and Resource Development, University of Ghana, Accra, Ghana.<br /><searchLink fieldCode="AU" term="%22Arku+RE%22">Arku RE</searchLink>; Department of Environmental Health Sciences, School of Public Health and Health Sciences, University of Massachusetts, Amherst, USA. rarku@umass.edu.<br /><searchLink fieldCode="AU" term="%22Ezzati+M%22">Ezzati M</searchLink>; 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.
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