Why do some clients develop brittle splitting nails after wearing gel extensions, and how can my salon prevent this issue?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Why do some clients develop brittle splitting nails after wearing gel extensions, and how can my salon prevent this issue?
1 real search · 1 real-search pass
clinical guidance gel manicures nail damage removal overfiling brittle splitting nails dermatology recommendationsGoogle ↗
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 (1)
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
clinical guidance gel manicures nail damage removal overfiling brittle splitting nails dermatology recommendations Google ↗
- Dermatologic Best Practices for Manicures and Nail Care: A Systematic Review - Aravind - 2026 - JEADV Clinical Practice · onlinelibrary.wiley.com
- Gel manicures: Tips for healthy nails · aad.org
- Artificial nails: Dermatologists' tips for reducing nail damage · aad.org
- Manicure and pedicure safety · aad.org
- Cosmetically Induced Disorders of the Nail with Update on Contemporary Nail Manicures · pmc.ncbi.nlm.nih.gov