Compare Maurten hydrogel packets with standard Gu energy gels for a 100 mile ride, is the extra cost actually justified by science or just good marketing?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Compare Maurten hydrogel packets with standard Gu energy gels for a 100 mile ride, is the extra cost actually justified by science or just good marketing?
2 real searches · 1 real-search pass
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
Maurten hydrogel carbohydrate gel clinical trial performance gastric emptying oxidation study compared conventional sports gel Google ↗
sports nutrition cycling 90 120 g carbohydrate per hour multiple transportable carbohydrates consensus statement endurance Google ↗
- Carbohydrate Hydrogel Products Do Not Improve Performance or Gastrointestinal Distress During Moderate-Intensity Endurance Exercise. · pubmed.ncbi.nlm.nih.gov
- Hydrogel Carbohydrate-Electrolyte Beverage Does Not Improve Glucose Availability, Substrate Oxidation, Gastrointestinal Symptoms or Exercise Performance, Compared With a Concentration and Nutrient-Matched Placebo · pubmed.ncbi.nlm.nih.gov
- Glucose and Fructose Hydrogel Enhances Running... : Medicine & Science in Sports & Exercise · doi.org
- Nutrition and Supplement Update for the Endurance Athlete: Review and Recommendations · pmc.ncbi.nlm.nih.gov
- UCI Sports Nutrition Project: Race Nutrition for Road Cycling · doi.org
- From Metabolism to Medals: Contemporary Perspectives and Revisiting Carbohydrate Guidelines for Fueling Endurance Athletes during Exercise · jn.nutrition.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Maurten hydrogel carbohydrate gel clinical trial performance gastric emptying oxidation study compared conventional sports gel OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
sports nutrition cycling 90 120 g carbohydrate per hour multiple transportable carbohydrates consensus statement endurance OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |