What do recent sports science articles say about the most effective half marathon nutrition strategy for runners who struggle with cramping around mile ten?
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The searches the AI actually ran for this prompt.
SEED QUERY
What do recent sports science articles say about the most effective half marathon nutrition strategy for runners who struggle with cramping around mile ten?
3 real searches · 1 real-search pass
2024 2025 2026 sports science research half marathon endurance running carbohydrate fueling 30 60 grams per hour hydration sodium exercise associated muscle cramps reviewGoogle ↗
OBSERVEDReason
exercise associated muscle cramps neuromuscular fatigue hydration electrolyte evidence review 2024 2025 sports medicineGoogle ↗
OBSERVEDConsequence
World Athletics consensus statement nutrition athletics carbohydrate endurance exercise sodium hydration position statementGoogle ↗
OBSERVEDReason
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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 (3)
Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
2024 2025 2026 sports science research half marathon endurance running carbohydrate fueling 30 60 grams per hour hydration sodium exercise associated muscle cramps review Google ↗
exercise associated muscle cramps neuromuscular fatigue hydration electrolyte evidence review 2024 2025 sports medicine Google ↗
World Athletics consensus statement nutrition athletics carbohydrate endurance exercise sodium hydration position statement Google ↗
- From Metabolism to Medals: Contemporary Perspectives and Revisiting Carbohydrate Guidelines for Fueling Endurance Athletes during Exercise · jn.nutrition.org
- Risk Factors for Exercise‐Associated Muscle Cramps: A Systematic Review With Meta‐Analysis - Costa - Muscle & Nerve · onlinelibrary.wiley.com
- The Addition of Glycerol and Sodium Chloride to a Hyperhydration Protocol Does Not Improve Half-Marathon Time-Trial Performance in Trained Runners in Warm Conditions. · pubmed.ncbi.nlm.nih.gov
- An Evidence-Based Review of the Pathophysiology, Treatment, and Prevention of Exercise-Associated Muscle Cramps. · pubmed.ncbi.nlm.nih.gov
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2024 2025 2026 sports science research half marathon endurance running carbohydrate fueling 30 60 grams per hour hydration sodium exercise associated muscle cramps review OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
exercise associated muscle cramps neuromuscular fatigue hydration electrolyte evidence review 2024 2025 sports medicine OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
World Athletics consensus statement nutrition athletics carbohydrate endurance exercise sodium hydration position statement OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |