Table 1 Characteristics of present datasets in 16 Japanese citiesa between June and September from 2015 to 2018.

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

Dataset

Training dataset

Testing dataset

Year

2015–2017

2018

Characteristics of heatstroke patients

  

 Heatstrokes with all cases

  

  Total number of heatstrokes, n

11349

7513

  Incidence rate (95% CI) between June and September per 100,000 persons

37.5 (36.8–38.2)

74.4 (72.7–76.1)

  Heatstrokes of hospital admission (i.e., moderate and severe cases) and death cases

  

  Total number of heatstrokes, n

3318

1981

  Incidence rate (95% CI) between June and September per 100,000 persons

11.0 (10.6–11.3)

19.6 (18.8–20.5)

Weather information, median (minimum, maximum)b per 12h

  

  Temperature, °C

25.52 (10.18–33.58)

26.27 (16.01–35.17)

  Heat index, °C

25.86 (10.18–38.76)

26.91 (16.01–40.93)

  WBGT, °C

23.72 (9.22–30.56)

24.13 (13.78–31.31)

  Relative humidity, %

73.2 (35.15–99.79)

70.96 (38.51–99.75)

  Precipitation previous 12 h, mm

0.01 (0–212.78)

0 (0–391.56)

  Downward solar radiation, kW/m2

0.02 (0–0.71)

0.02 (0–0.69)

  Wind speed, m/s

2.5 (0.44–11.69)

2.62 (0.33–14.48)

Days warned by WBGT guides to prevent heatstrokes in daily life, %

  

  July

  

     Warning (25–28 °C)

14.8

10.1

     Severe warning (28–31 °C)

76.0

42.7

     Threat of heat disorder (higher than 31 °C)

6.0

43.1

  August

  

     Warning (25–28 °C)

11.2

6.9

     Severe warning (28–31 °C)

64.2

62.7

     Threat of heat disorder (higher than 31 °C)

24.5

30.2

  1. CI confidence interval, WBGT wet bulb globe temperature.
  2. a The 16 cities were Osaka, Toyonaka, Mino, Ikeda, Suita, Sakai, Kobe, Ashiya, Nishinomiya, Amagasaki, Akashi, Himeji, Kyoto, Uji, Muko, and Nagaokakyo that located in the Kinki region in Japan.
  3. b Median (minimum, maximum) values were based on mean values per city per 12 h (6:00 am–5:59 pm, and 6:00 pm–5:59 am).