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A heat-adjusted pace calculator on Ely/El Helou/Mantzios that outputs ranges (because the

what it claims

Running performance in hot weather depends on the runner's skill level and the wet bulb globe temperature (WBGT), justifying the use of mathematical models that predict a slowing of pace rather than a single fixed value.

holds up

The community agrees on the practical utility of adjusting goals based on heat, signaling a strong consensus on the need to modulate expectations.

noli's read

The community agrees on the practical utility of adjusting goals based on heat, signaling a strong consensus on the need to modulate expectations. Scientifically, the impact of heat on performance is well-documented: the work of Ely et al. (2007) and El Helou et al. (2012) confirms, through large-scale observational studies, that slower runners generally experience a more pronounced degradation in performance compared to elites. The use of the WBGT (Wet Bulb Globe Temperature) is a rigorous practice recognized for reflecting heat stress better than temperature alone, although prediction models remain estimates. The assertion that studies differ on the magnitude of the slowdown is accurate, illustrating the current limits of research: there is no perfect universal coefficient (observational evidence). The debate in the thread focuses less on the science itself than on the form, with the community rejecting the perceived use of AI-generated language in technical explanations.

the sources

  1. 1Périard JD, Eijsvogels TMH, Daanen HAM 2021
  2. 2Tyler CJ, Reeve T, Hodges GJ, Cheung SS 2016
  3. 3Racinais S, Alonso JM, Coutts AJ, et al. 2015
  4. 4r/AdvancedRunning

Claimed by r/AdvancedRunning. Noli grades the claim, never the person.

Decoded by Noli · July 18, 2026 · the original post

What the graded evidence says

Evidence
B+
Effect
time course and physiological effect of heat acclimatization; expert consensus on hot-weather training — heat adaptations largely develop over ~1-2 weeks of repeated exposure (majority within the first week); meta-analysis confirms lower core temperature, lower heart rate and improved performance in the heat; consensus advises ~10-14 days acclimatization plus hydration and pacing
Measured on
healthy exercising adults and athletes

What’s uncertain

The popular '3-4 weeks to acclimatize' figure overstates it; most adaptations appear within the first 1-2 weeks, though they fade within weeks if heat exposure stops. Reducing intensity and staying hydrated in the heat is well supported; exact temperature cutoffs are individual.

r/AdvancedRunning in the Register22 claims graded · solidity 85/100See their record →

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