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Autores principales: Šćepanović, Sanja, Joglekar, Sagar, Law, Stephen, Quercia, Daniele, Zhou, Ke, Battiston, Alice, Schifanella, Rossano
Formato: Preprint
Publicado: 2025
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Acceso en línea:https://arxiv.org/abs/2508.12998
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author Šćepanović, Sanja
Joglekar, Sagar
Law, Stephen
Quercia, Daniele
Zhou, Ke
Battiston, Alice
Schifanella, Rossano
author_facet Šćepanović, Sanja
Joglekar, Sagar
Law, Stephen
Quercia, Daniele
Zhou, Ke
Battiston, Alice
Schifanella, Rossano
contents Urban greenery is often linked to better health, yet findings from past research have been inconsistent. One reason is that official greenery metrics measure the amount or nearness of greenery but ignore how often people actually may potentially see or use it in daily life. To address this gap, we introduced a new classification that separates on-road greenery, which people see while walking through streets, from off-road greenery, which requires planned visits. We did so by combining aerial imagery of Greater London and greenery data from OpenStreetMap with quantified greenery from over 100,000 Google Street View images and accessibility estimates based on 160,000 road segments. We linked these measures to 7.45 billion medical prescriptions issued by the National Health Service and processed through our methodology. These prescriptions cover five conditions: diabetes, hypertension, asthma, depression, and anxiety, as well as opioid use. As hypothesized, we found that green on-road was more strongly linked to better health than four widely used official measures. For example, hypertension prescriptions dropped by 3.68% in wards with on-road greenery above the median citywide level compared to those below it. If all below-median wards reached the citywide median in on-road greenery, prescription costs could fall by up to £3.15 million each year. These results suggest that greenery seen in daily life may be more relevant than public yet secluded greenery, and that official metrics commonly used in the literature have important limitations.
format Preprint
id arxiv_https___arxiv_org_abs_2508_12998
institution arXiv
publishDate 2025
record_format arxiv
spellingShingle Vitamin N: Benefits of Different Forms of Public Greenery for Urban Health
Šćepanović, Sanja
Joglekar, Sagar
Law, Stephen
Quercia, Daniele
Zhou, Ke
Battiston, Alice
Schifanella, Rossano
Computers and Society
Artificial Intelligence
Computer Vision and Pattern Recognition
Urban greenery is often linked to better health, yet findings from past research have been inconsistent. One reason is that official greenery metrics measure the amount or nearness of greenery but ignore how often people actually may potentially see or use it in daily life. To address this gap, we introduced a new classification that separates on-road greenery, which people see while walking through streets, from off-road greenery, which requires planned visits. We did so by combining aerial imagery of Greater London and greenery data from OpenStreetMap with quantified greenery from over 100,000 Google Street View images and accessibility estimates based on 160,000 road segments. We linked these measures to 7.45 billion medical prescriptions issued by the National Health Service and processed through our methodology. These prescriptions cover five conditions: diabetes, hypertension, asthma, depression, and anxiety, as well as opioid use. As hypothesized, we found that green on-road was more strongly linked to better health than four widely used official measures. For example, hypertension prescriptions dropped by 3.68% in wards with on-road greenery above the median citywide level compared to those below it. If all below-median wards reached the citywide median in on-road greenery, prescription costs could fall by up to £3.15 million each year. These results suggest that greenery seen in daily life may be more relevant than public yet secluded greenery, and that official metrics commonly used in the literature have important limitations.
title Vitamin N: Benefits of Different Forms of Public Greenery for Urban Health
topic Computers and Society
Artificial Intelligence
Computer Vision and Pattern Recognition
url https://arxiv.org/abs/2508.12998