Why is my skin still peeling from retinol after three weeks and should I switch to retinaldehyde instead
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Why is my skin still peeling from retinol after three weeks and should I switch to retinaldehyde instead
1 real search · 1 real-search pass
retinoid dermatitis retinol peeling persistent irritation recommendations stop use moisturizer dermatology guidanceGoogle ↗
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).
Searches and sources
ChatGPT1 real searches · gpt-6
retinoid dermatitis retinol peeling persistent irritation recommendations stop use moisturizer dermatology guidance Google ↗
- Acne: Diagnosis and treatment · aad.org
- Retinol: Cream, Serum, What It Is, Benefits, How To Use · my.clevelandclinic.org
- How to Use Topical Retinoids - Dermatologist in Clermont, FL · popularderm.com