Impact of Ergogenic Aids on Physiological Adaptations

Does the use of ergogenic aids such as caffeine, bicarb lotion, beet juice, etc. have an impact on the physiological adaptations gleaned from a given workout? These things make the workout FEEL easier, but does the body know the difference? Any thoughts/science is much appreciated!

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I was going to post the same question.