Our Science Sources
Every formula, every ceiling, every protocol in your race plan is built on the peer-reviewed evidence below and established coaching methodology. Here's where it all comes from.
How this works in practice: our prompts reference this evidence base by name, and the hard numeric limits from each paper (carb ceilings, gut absorption, sodium targets, caffeine dosing, taper depth) are enforced in code after every plan is generated. If a value ever drifts outside these limits, it is flagged, logged, and corrected before the plan reaches you.
Pacing & Power
Allen, H. & Coggan, A. (2010)
Training and Racing with a Power Meter, 2nd ed.
VeloPress
Used for: FTP, Intensity Factor (IF), Normalized Power (NP), TSS, Variability Index definitions and target ranges
Seiler, S. (2010)
What is best practice for training intensity and duration distribution in endurance athletes?
International Journal of Sports Physiology and Performance, 5(3), 276–291
Used for: Polarised training distribution and easy/hard intensity balance used to frame pacing targets
Friel, J. (2012)
The Triathlete's Training Bible, 4th ed.
VeloPress
Used for: Heart rate zone methodology, LTHR framing, applied triathlon pacing conventions
Tanaka, H. et al. (2001)
Age-predicted maximal heart rate revisited
Journal of the American College of Cardiology, 37(1), 153–156
Used for: Age-predicted HRmax formula
Barrero, A. et al. (2014)
Energy balance of triathletes during an ultra-endurance event
Nutrients, 7(1), 209–222
Used for: Ironman-distance pacing and energy-expenditure benchmarks used to sanity-check long-course plans
Vleck, V.E. et al. (2006)
The consequences of swim, cycle, and run performance on overall result in elite Olympic distance triathlon
IJSPM, 27(1), 43–48
Used for: Triathlon run pace discount factors by race distance
Nutrition & Fueling
Jeukendrup, A.E. (2014)
A Step Towards Personalized Sports Nutrition: Carbohydrate Intake During Exercise
Sports Medicine, 44(Suppl 1), 25–33
Used for: Carbohydrate absorption limits by transporter type, dual-transport optimization
Thomas, D.T., Erdman, K.A. & Burke, L.M. (2016)
Position of the Academy of Nutrition and Dietetics, Dietitians of Canada, and the American College of Sports Medicine: Nutrition and Athletic Performance
Journal of the Academy of Nutrition and Dietetics, 116(3), 501–528
Used for: Current joint position on daily macronutrient targets, pre-race meal composition, and periodised fuelling
Burke, L.M. et al. (2019)
International Association of Athletics Federations Consensus Statement 2019: Nutrition for Athletics
International Journal of Sport Nutrition and Exercise Metabolism, 29(2), 73–84
Used for: Modern pre-race carbohydrate loading and race-day fuelling protocols
Stellingwerff, T. & Cox, G.R. (2014)
Systematic review: Carbohydrate supplementation on exercise performance or capacity of varying durations
Applied Physiology, Nutrition, and Metabolism, 39(9), 998–1011
Used for: Evidence base for race-day carbohydrate dosing and the performance benefit window
Bussau, V.A. et al. (2002)
Carbohydrate loading in human muscle
European Journal of Applied Physiology, 87(3), 290–295
Used for: Carbohydrate loading methodology
Costa, R.J.S. et al. (2017)
Systematic review: exercise-induced gastrointestinal syndrome — implications for health and intestinal disease
Alimentary Pharmacology & Therapeutics, 46(3), 246–265
Used for: Gut-training principles, GI-sensitivity carb ceiling reductions, race-day GI management
Hydration & Electrolytes
Sawka, M.N. et al. (2007)
ACSM Position Stand: Exercise and Fluid Replacement
Medicine & Science in Sports & Exercise, 39(2), 377–390
Used for: Sweat rate norms, sport-specific fluid replacement guidelines, gut absorption ceilings
Hew-Butler, T. et al. (2015)
Statement of the 3rd International Exercise-Associated Hyponatremia Consensus Development Conference, Carlsbad, California, 2015
Clinical Journal of Sport Medicine, 25(4), 303–320
Used for: Exercise-Associated Hyponatremia (EAH) risk management, drink-to-thirst guidance for long events, late-race hyponatremia warnings
Hoffman, M.D. & Stuempfle, K.J. (2014)
Hydration strategies, weight change and performance in a 161 km ultramarathon
Research in Sports Medicine, 22(3), 213–225
Used for: Modern drink-to-thirst evidence over fixed-rate replacement, weight-change tolerance benchmarks
Shirreffs, S.M. & Maughan, R.J. (2000)
Rehydration and recovery of fluid balance after exercise
Exercise and Sport Sciences Reviews, 28(1), 27–32
Used for: Sweat sodium concentration and replacement formulas
Baker, L.B. (2017)
Sweating rate and sweat sodium concentration in athletes: a review of methodology and intra/interindividual variability
Sports Medicine, 47(Suppl 1), 111–128
Used for: Individual sweat-rate and sweat-sodium variability, used when estimating personalised sodium targets
Warm-Up & Taper
Mujika, I. & Padilla, S. (2003)
Scientific bases for precompetition tapering strategies
Medicine & Science in Sports & Exercise, 35(7), 1182–1187
Used for: Taper duration and volume-reduction principles
Bosquet, L. et al. (2007)
Effects of tapering on performance: a meta-analysis
Medicine & Science in Sports & Exercise, 39(8), 1358–1365
Used for: Meta-analytic evidence on preserving intensity while cutting volume during the final taper window
Performance & Supplementation
Maughan, R.J. et al. (2018)
IOC Consensus Statement: Dietary Supplements and the High-Performance Athlete
British Journal of Sports Medicine, 52(7), 439–455
Used for: Caffeine dosing and timing protocols
Pickering, C. & Grgic, J. (2019)
Caffeine and exercise: what next?
Sports Medicine, 49(7), 1007–1030
Used for: Individual genotype-based caffeine response variability; basis for the reduced cap on non-habitual coffee drinkers
Laursen, P.B. & Buchheit, M. (2019)
Science and Application of High-Intensity Interval Training
Human Kinetics
Used for: Interval-training physiology used when framing warm-up primers and race-intensity distribution
Heat & Environment
Périard, J.D., Racinais, S. & Sawka, M.N. (2015)
Adaptations and mechanisms of human heat acclimation: applications for competitive athletes and sports
Scandinavian Journal of Medicine & Science in Sports, 25(S1), 20–38
Used for: Heat-stress adjustments (electrolyte increase without fluid overload), cooling strategies, altitude/heat advisories