Explainable heat-related mortality with random forest and SHapley Additive exPlanations (SHAP) models

Y Kim, Y Kim - Sustainable Cities and Society, 2022 - Elsevier
The heat increase caused by climate change has worsened the urban heat environment and
damaged human health, which has led to heat-related mortality. One of the most important …

Influence of absolute humidity, temperature and population density on COVID-19 spread and decay durations: multi-prefecture study in Japan

EA Rashed, S Kodera, J Gomez-Tames… - International journal of …, 2020 - mdpi.com
This study analyzed the spread and decay durations of the COVID-19 pandemic in different
prefectures of Japan. During the pandemic, affordable healthcare was widely available in …

Extreme heat events in mainland China from 1981 to 2015: Spatial patterns, temporal trends, and urbanization impacts

X Hu, J Cao, Y Qian, W Zhou, Z Zheng - Sustainable Cities and Society, 2024 - Elsevier
Extreme heat events have raised public concerns due to their severe adverse effects on both
natural and human systems, particularly in urban areas, where they interact with urban heat …

Heatstroke predictions by machine learning, weather information, and an all-population registry for 12-hour heatstroke alerts

S Ogata, M Takegami, T Ozaki, T Nakashima… - Nature …, 2021 - nature.com
This study aims to develop and validate prediction models for the number of all heatstroke
cases, and heatstrokes of hospital admission and death cases per city per 12 h, using …

An analytical framework for assessing heat vulnerability in urban thermal environmental planning

Y Kim, Y Kim - Urban Climate, 2024 - Elsevier
Due to global climate change, the frequency and intensity of heat-related disasters in cities
are continuously increasing. Intraurban heat vulnerability may vary according to the spatial …

Heat health risk assessment analysing heatstroke patients in Fukuoka City, Japan

NT Toosty, A Hagishima, KI Tanaka - PLoS one, 2021 - journals.plos.org
Background Climate change, as a defining issue of the current time, is causing severe heat-
related illness in the context of extremely hot weather conditions. In Japan, the remarkable …

[HTML][HTML] Random forest analysis of the relative importance of meteorological indicators for heatstroke cases in Japan based on the degree of severity and place of …

K Oka, J He, Y Honda, Y Hijioka - Environmental Research, 2024 - Elsevier
Heatstroke is a serious health concern in Japan. To reduce heatstroke risk, the government
of Japan implemented the “Heatstroke Alert” nationwide in 2021, employing the wet bulb …

Launching criteria of 'Heatstroke Alert'in Japan according to regionality and age group

K Oka, Y Honda, Y Hijioka - Environmental Research …, 2023 - iopscience.iop.org
To reduce heatstroke cases, the Japanese government launched'Heatstroke Alert'in 2020. In
this initiative, an alert is issued when the daily maximum wet bulb globe temperature …

Clinical characteristics, prognostic factors, and outcomes of heat‐related illness (Heatstroke Study 2017–2018)

J Shimazaki, T Hifumi, K Shimizu, Y Oda… - Acute Medicine & …, 2020 - Wiley Online Library
Aim Heat‐related illness is common, but its epidemiology and pathological mechanism
remain unclear. The aim of this study was to report current clinical characteristics, prognostic …

Development of CMIP6‐Based Climate Scenarios for Japan Using Statistical Method and Their Applicability to Heat‐Related Impact Studies

NN Ishizaki, H Shiogama, N Hanasaki… - Earth and Space …, 2022 - Wiley Online Library
Climate scenario data set are indispensable for assessing future climate impacts. In this
study, we developed statistically downscaled climate scenarios in Japan using modified bias …