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Updated: Jun 8, 2025

Determining the Contribution of the Energy Systems During Exercise
Published on: March 20, 2012
A Novel Method to Predict Carbohydrate and Energy Expenditure During Endurance Exercise Using Measures of Training
Jeffrey A Rothschild1,2, Stuart Hofmeyr3, Shaun J McLaren4,5
1High Performance Sport New Zealand (HPSNZ), 17 Antares Place, Mairangi Bay, Auckland, 0632, New Zealand. Jeffrey.Rothschild@aut.ac.nz.
Accurately estimate carbohydrate (CHO) utilization and energy expenditure (EE) using training load metrics. These models, validated across cycling, running, and kayaking, aid personalized sports nutrition strategies.
Area of Science:
- Sports Science
- Exercise Physiology
- Nutritional Biochemistry
Background:
- Sports nutrition guidelines emphasize individualized carbohydrate (CHO) intake based on training load.
- Current methods for assessing CHO utilization during training are limited.
Purpose of the Study:
- Quantify relationships between training load metrics and CHO/energy expenditure (EE).
- Develop and validate predictive models for CHO utilization and EE using training load and individual factors.
Main Methods:
- Two-part study: primary (cycling) and validation (cycling, running, kayaking).
- Measured training load via heart rate, power, and perceived exertion.
- Determined CHO use and EE using gas exchange and anaerobic methods.
- Developed predictive models using general estimating equations.
Main Results:
- Strong correlations (r=0.76-0.96) between training load metrics and CHO/EE.
- Models in the primary study showed high variance explained (R²=0.77-0.96) and good accuracy.
- Validation study showed improved accuracy with calibration (CHO: 8-18% error; EE: 6-12% error).
Conclusions:
- Strong linear relationships exist between training load and CHO/EE in cycling.
- Accurate estimation of EE and CHO utilization is possible using predictive models.
- Models are applicable to running and kayaking with calibration.
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