17 Jul 2026 05:44

Is It Really Just Calories In, Calories Out? Metabolism, Insulin, Hormones and Why Counting Fails

Is weight loss really just Calories in, Calories out? The equation is true, but "just count your Calories" is bad advice for most people, and almost every objection to it is pointing at something real. In part two of our energy balance series, Jordan Feigenbaum takes the biggest "it's not Calories, it's ___" claims (metabolism, thyroid, cortisol, PCOS, insulin, the type of food) and tests each against the best evidence. The verdict: none of them breaks the equation. Every one is a hand on a lever that moves Calories in or Calories out, not a hole in the math.

In this episode: why your metabolism does not crash at 40, how small real metabolic adaptation actually is after weight loss, why hypothyroid weight is mostly water, what the cortisol and PCOS (now PMOS) data show, how absorption and cooking move Calories only at the edges, why even dietitians miscount their own intake, and why the carbohydrate-insulin model fails three tests, including the GLP-1 drugs that raise insulin and still produce the biggest weight loss we have ever approved.

Part two of three: willpower, Calories in Calories out, then GLP-1 drugs. Next week: are GLP-1s cheating?

Timestamps

  • 0:00 Is it really just calories in, calories out?
  • 0:18 The willpower episode and the through-line
  • 2:10 Thermodynamics: what sets both sides
  • 2:41 Your metabolism is three things
  • 4:05 Claim 1: my metabolism crashed
  • 4:24 No cliff at 40: the doubly labeled water study
  • 5:33 Real metabolic adaptation after weight loss
  • 6:56 Why your food diary lies
  • 7:49 Claim 2: it's my hormones
  • 8:07 Thyroid: mostly water
  • 9:36 Cortisol: explains about 1 percent
  • 11:12 PCOS is now PMOS
  • 13:06 Menopause
  • 14:18 Claim 3: a calorie isn't a calorie
  • 16:48 Absorption: nuts, cooking, eggs
  • 19:44 Why calorie counting fails
  • 21:12 Claim 4: it's not Calories, it's insulin
  • 22:02 Testing the carbohydrate-insulin model
  • 25:52 The GLP-1 drugs that should end it
  • 28:34 The whole list, claim by claim
  • 29:53 What to actually do
  • 30:42 Next week: are GLP-1s cheating?

Resources:

Barbell Medicine coaching and templates: https://www.barbellmedicine.com

https://www.barbellmedicine.com/shop/subscriptions/plus-podcast-subscription/

https://www.barbellmedicine.com/shop/subscriptions/barbell-medicine-premium/

Signal book pre-order: https://www.barbellmedicine.com/shop/learning/signal/

Pontzer et al., Science 2021. https://doi.org/10.1126/science.abe5017

Muller et al., Am J Clin Nutr 2015. https://doi.org/10.3945/ajcn.115.109173

Lichtman et al., N Engl J Med 1992. https://doi.org/10.1056/NEJM199212313272701

Karmisholt et al., J Clin Endocrinol Metab 2011. https://doi.org/10.1210/jc.2010-1521

Lee et al., Endocr Pract 2014. https://doi.org/10.4158/EP14072.OR

van der Valk et al., Obes Rev 2022. https://doi.org/10.1111/obr.13376

Nikokavoura et al., Diabetes Metab Syndr Obes 2015. https://doi.org/10.2147/DMSO.S85134

Greendale et al., JCI Insight 2019. https://doi.org/10.1172/jci.insight.124865

Lejeune et al., Am J Clin Nutr 2006.


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