Which marathon shoe rotation strategy works best for avoiding shin splints on asphalt when using carbon plated racers versus daily trainers
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Which marathon shoe rotation strategy works best for avoiding shin splints on asphalt when using carbon plated racers versus daily trainers
2 real searches · 1 real-search pass
shin splints prevention running training load footwear rotation evidence carbon plated shoes biomechanics asphalt daily trainersGoogle ↗
OBSERVEDOther / navigational
tibial stress injury medial tibial stress syndrome return to running training load footwear consensus sports medicineGoogle ↗
OBSERVEDConsequence
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
shin splints prevention running training load footwear rotation evidence carbon plated shoes biomechanics asphalt daily trainers Google ↗
tibial stress injury medial tibial stress syndrome return to running training load footwear consensus sports medicine Google ↗
- Carbon plates in running shoes biomechanics: a systematic review and meta-analysis · pubmed.ncbi.nlm.nih.gov
- International Delphi consensus on bone stress injuries in athletes · doi.org
- Criteria and Guidelines for Returning to Running Following a Tibial Bone Stress Injury: A Scoping Review · pmc.ncbi.nlm.nih.gov
- Optimal Load for Managing Low-Risk Tibial and Metatarsal Bone Stress Injuries in Runners: The Science Behind the Clinical Reasoning | Journal of Orthopaedic & Sports Physical Therapy · doi.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
shin splints prevention running training load footwear rotation evidence carbon plated shoes biomechanics asphalt daily trainers OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
tibial stress injury medial tibial stress syndrome return to running training load footwear consensus sports medicine OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |