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AI-DRAFTED — PHYSICIAN REVIEW IN PROGRESSThe citation for this entry was checked against Crossref and PubMed, but its summary and interpretation were drafted by an AI model from the published abstract and have not yet been individually read by a physician. Read the linked source before relying on this operationally.
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Effect of weather on medical patient volume at Kansas Speedway mass gatherings[1]

Summary

Retrospective review of 22 race days over 6 Kansas Speedway weekends (2007-2010): 1,305 patients, mean encounter rate 13 per 10,000, transfers 0.24 per 10,000. Negative binomial regression: each 1 F rise in daily mean temperature raised total complaints 4% and MAJOR TRAUMA presentations 6%; major trauma was 2.4x more frequent above 63 F; and each inch of precipitation cut total volume 61%.

So what

The motorsport weather quantification with two uncommon findings: heat drives TRAUMA (not just heat illness) at speedways — plausibly via alcohol-exposure hours and behavior — and rain is a demand suppressant worth modeling, not just an inconvenience. Slots beside Perron/Wolin (stadium slopes) as the motorsport panel of the weather-demand evidence.

Key findings

  • 22 race days: 13 encounters / 0.24 transfers per 10,000
  • +1 F mean temp = +4% complaints, +6% major trauma; trauma 2.4x above 63 F
  • Each inch of rain = -61% patient volume
  • Heat-trauma link at motorsport venues - beyond heat illness

Read the paper