Which dermatologist-recommended body lotions actually work for clearing up stubborn keratosis pilaris bumps on my upper arms before summer starts
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Which dermatologist-recommended body lotions actually work for clearing up stubborn keratosis pilaris bumps on my upper arms before summer starts
1 real search · 1 real-search pass
dermatologist recommendations keratosis pilaris lotions lactic acid urea salicylic acid evidence treatment 2025Google ↗
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
dermatologist recommendations keratosis pilaris lotions lactic acid urea salicylic acid evidence treatment 2025 Google ↗
- Keratosis pilaris: Diagnosis and treatment · aad.org
- Keratosis Pilaris: Treatment Practices of Board-Certified Dermatologists · pubmed.ncbi.nlm.nih.gov
- Keratosis pilaris: a systematic review of the literature and strategies for optimal treatment. · pubmed.ncbi.nlm.nih.gov
- Shop AmLactin · walmart.com
- Shop CeraVe · ulta.com
- Shop Eucerin · walmart.com
- Shop AmLactin KP Bumps Be Gone · ulta.com
- Keratosis pilaris: Self-care · aad.org
- The Effectiveness of Topical Keratolytics (Alpha Hydroxy Acids/Beta Hydroxy Acids/Urea) in Treating Keratosis Pilaris: A Review of the Literature · pmc.ncbi.nlm.nih.gov