Are carbon plated racing flats causing more calf strains in runners switching from traditional trainers during marathon training blocks?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are carbon plated racing flats causing more calf strains in runners switching from traditional trainers during marathon training blocks?
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 calf muscle injury strain transition traditional shoes marathon training biomechanics study injury risk calf Achilles Google ↗
carbon plated footwear injury rates calf strain runners systematic review study Google ↗
- Carbon plates in running shoes biomechanics: a systematic review and meta-analysis · pubmed.ncbi.nlm.nih.gov
- Frontiers | Carbon plates in running shoes biomechanics: a systematic review and meta-analysis · frontiersin.org
- Bone Stress Injuries in Runners Using Carbon Fiber Plate Footwear · pmc.ncbi.nlm.nih.gov
- Bone Stress Injuries in Runners Using Carbon Fiber Plate Footwear | Sports Medicine · doi.org
- Advanced Footwear Technology in Distance Running: What We Know, What We Don't Know, and Future Directions · pmc.ncbi.nlm.nih.gov
- Injury risk associated with the transition to minimalist footwear in runners: A systematic review and meta-analysis. · pubmed.ncbi.nlm.nih.gov
- Running Myth #5 Switching to forefoot strike and running barefoot or in minimalist shoes reduces your injury risk. - La Trobe Sport and Exercise Medicine Research Centre · semrc.blogs.latrobe.edu.au
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
carbon plated running shoes calf muscle injury strain transition traditional shoes marathon training biomechanics study injury risk calf Achilles OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
carbon plated footwear injury rates calf strain runners systematic review study OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |