is there any new research on whether chemical or physical exfoliants are better for treating keratosis pilaris on the back of arms
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
is there any new research on whether chemical or physical exfoliants are better for treating keratosis pilaris on the back of arms
2 real searches · 1 real-search pass
2024 2025 2026 keratosis pilaris treatment chemical exfoliants physical exfoliation randomized trial review salicylic acid lactic acid urea glycolic acidGoogle ↗
OBSERVEDReason
keratosis pilaris evidence guideline physical exfoliation scrubbing chemical keratolytics randomized controlled trialGoogle ↗
OBSERVEDReason
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
2024 2025 2026 keratosis pilaris treatment chemical exfoliants physical exfoliation randomized trial review salicylic acid lactic acid urea glycolic acid Google ↗
keratosis pilaris evidence guideline physical exfoliation scrubbing chemical keratolytics randomized controlled trial Google ↗
- Keratosis pilaris: a systematic review of the literature and strategies for optimal treatment. · pubmed.ncbi.nlm.nih.gov
- The Effectiveness of Topical Keratolytics (Alpha Hydroxy Acids/Beta Hydroxy Acids/Urea) in Treating Keratosis Pilaris: A Review of the Literature · pubmed.ncbi.nlm.nih.gov
- An Innovative Formula for Keratosis Pilaris Treatment-A Randomized Controlled Study Based on the "Exfoliation-Dissolution-Repair" Concept. · pubmed.ncbi.nlm.nih.gov
- Keratosis pilaris: Diagnosis and treatment · aad.org
- Keratosis pilaris - Diagnosis and treatment · mayoclinic.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2024 2025 2026 keratosis pilaris treatment chemical exfoliants physical exfoliation randomized trial review salicylic acid lactic acid urea glycolic acid OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
keratosis pilaris evidence guideline physical exfoliation scrubbing chemical keratolytics randomized controlled trial OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |