Are carbon-plated marathon running shoes safe and beneficial for masters runners like me who are trying to break four hours?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are carbon-plated marathon running shoes safe and beneficial for masters runners like me who are trying to break four hours?
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
carbon plated running shoes running economy injury risk masters runners older runners research marathon study Google ↗
carbon plate shoes injury risk biomechanics older runners masters athletes evidence Google ↗
- Bone Stress Injuries in Runners Using Carbon Fiber Plate Footwear · pmc.ncbi.nlm.nih.gov
- Effect of Footwear Longitudinal Bending Stiffness on Energy Cost, Biomechanics, and Fatigue during a Treadmill Half-Marathon. · pubmed.ncbi.nlm.nih.gov
- Metabolic effects of carbon-plated running shoes: a systematic review and meta-analysis · pmc.ncbi.nlm.nih.gov
- Frontiers | Metabolic effects of carbon-plated running shoes: a systematic review and meta-analysis · frontiersin.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
carbon plated running shoes running economy injury risk masters runners older runners research marathon study OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
carbon plate shoes injury risk biomechanics older runners masters athletes evidence OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |