Can physical exfoliation using dry brushing worsen keratosis pilaris bumps, and should I switch exclusively to chemical beta-hydroxy acids?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can physical exfoliation using dry brushing worsen keratosis pilaris bumps, and should I switch exclusively to chemical beta-hydroxy acids?
1 real search · 1 real-search pass
keratosis pilaris treatment salicylic acid dry brushing irritation dermatology guidance AADGoogle ↗
OBSERVEDInstruction
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
keratosis pilaris treatment salicylic acid dry brushing irritation dermatology guidance AAD Google ↗
- Keratosis pilaris: Diagnosis and treatment · aad.org
- Keratosis pilaris: Self-care · aad.org
- Keratosis Pilaris: What It Is, Causes, Symptoms & Treatment · my.clevelandclinic.org