Cargando…
Higher depression risks in medium- than in high-density urban form across Denmark
Urban areas are associated with higher depression risks than rural areas. However, less is known about how different types of urban environments relate to depression risk. Here, we use satellite imagery and machine learning to quantify three-dimensional (3D) urban form (i.e., building density and he...
Autores principales: | , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
American Association for the Advancement of Science
2023
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10208571/ https://www.ncbi.nlm.nih.gov/pubmed/37224254 http://dx.doi.org/10.1126/sciadv.adf3760 |
_version_ | 1785046697567584256 |
---|---|
author | Chen, Tzu-Hsin Karen Horsdal, Henriette Thisted Samuelsson, Karl Closter, Ane Marie Davies, Megan Barthel, Stephan Pedersen, Carsten Bøcker Prishchepov, Alexander V. Sabel, Clive E. |
author_facet | Chen, Tzu-Hsin Karen Horsdal, Henriette Thisted Samuelsson, Karl Closter, Ane Marie Davies, Megan Barthel, Stephan Pedersen, Carsten Bøcker Prishchepov, Alexander V. Sabel, Clive E. |
author_sort | Chen, Tzu-Hsin Karen |
collection | PubMed |
description | Urban areas are associated with higher depression risks than rural areas. However, less is known about how different types of urban environments relate to depression risk. Here, we use satellite imagery and machine learning to quantify three-dimensional (3D) urban form (i.e., building density and height) over time. Combining satellite-derived urban form data and individual-level residential addresses, health, and socioeconomic registers, we conduct a case-control study (n = 75,650 cases and 756,500 controls) to examine the association between 3D urban form and depression in the Danish population. We find that living in dense inner-city areas did not carry the highest depression risks. Rather, after adjusting for socioeconomic factors, the highest risk was among sprawling suburbs, and the lowest was among multistory buildings with open space in the vicinity. The finding suggests that spatial land-use planning should prioritize securing access to open space in densely built areas to mitigate depression risks. |
format | Online Article Text |
id | pubmed-10208571 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | American Association for the Advancement of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-102085712023-05-25 Higher depression risks in medium- than in high-density urban form across Denmark Chen, Tzu-Hsin Karen Horsdal, Henriette Thisted Samuelsson, Karl Closter, Ane Marie Davies, Megan Barthel, Stephan Pedersen, Carsten Bøcker Prishchepov, Alexander V. Sabel, Clive E. Sci Adv Social and Interdisciplinary Sciences Urban areas are associated with higher depression risks than rural areas. However, less is known about how different types of urban environments relate to depression risk. Here, we use satellite imagery and machine learning to quantify three-dimensional (3D) urban form (i.e., building density and height) over time. Combining satellite-derived urban form data and individual-level residential addresses, health, and socioeconomic registers, we conduct a case-control study (n = 75,650 cases and 756,500 controls) to examine the association between 3D urban form and depression in the Danish population. We find that living in dense inner-city areas did not carry the highest depression risks. Rather, after adjusting for socioeconomic factors, the highest risk was among sprawling suburbs, and the lowest was among multistory buildings with open space in the vicinity. The finding suggests that spatial land-use planning should prioritize securing access to open space in densely built areas to mitigate depression risks. American Association for the Advancement of Science 2023-05-24 /pmc/articles/PMC10208571/ /pubmed/37224254 http://dx.doi.org/10.1126/sciadv.adf3760 Text en Copyright © 2023 The Authors, some rights reserved; exclusive licensee American Association for the Advancement of Science. No claim to original U.S. Government Works. Distributed under a Creative Commons Attribution NonCommercial License 4.0 (CC BY-NC). https://creativecommons.org/licenses/by-nc/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution-NonCommercial license (https://creativecommons.org/licenses/by-nc/4.0/) , which permits use, distribution, and reproduction in any medium, so long as the resultant use is not for commercial advantage and provided the original work is properly cited. |
spellingShingle | Social and Interdisciplinary Sciences Chen, Tzu-Hsin Karen Horsdal, Henriette Thisted Samuelsson, Karl Closter, Ane Marie Davies, Megan Barthel, Stephan Pedersen, Carsten Bøcker Prishchepov, Alexander V. Sabel, Clive E. Higher depression risks in medium- than in high-density urban form across Denmark |
title | Higher depression risks in medium- than in high-density urban form across Denmark |
title_full | Higher depression risks in medium- than in high-density urban form across Denmark |
title_fullStr | Higher depression risks in medium- than in high-density urban form across Denmark |
title_full_unstemmed | Higher depression risks in medium- than in high-density urban form across Denmark |
title_short | Higher depression risks in medium- than in high-density urban form across Denmark |
title_sort | higher depression risks in medium- than in high-density urban form across denmark |
topic | Social and Interdisciplinary Sciences |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10208571/ https://www.ncbi.nlm.nih.gov/pubmed/37224254 http://dx.doi.org/10.1126/sciadv.adf3760 |
work_keys_str_mv | AT chentzuhsinkaren higherdepressionrisksinmediumthaninhighdensityurbanformacrossdenmark AT horsdalhenriettethisted higherdepressionrisksinmediumthaninhighdensityurbanformacrossdenmark AT samuelssonkarl higherdepressionrisksinmediumthaninhighdensityurbanformacrossdenmark AT closteranemarie higherdepressionrisksinmediumthaninhighdensityurbanformacrossdenmark AT daviesmegan higherdepressionrisksinmediumthaninhighdensityurbanformacrossdenmark AT barthelstephan higherdepressionrisksinmediumthaninhighdensityurbanformacrossdenmark AT pedersencarstenbøcker higherdepressionrisksinmediumthaninhighdensityurbanformacrossdenmark AT prishchepovalexanderv higherdepressionrisksinmediumthaninhighdensityurbanformacrossdenmark AT sabelclivee higherdepressionrisksinmediumthaninhighdensityurbanformacrossdenmark |