Can combining multiple exfoliating acids in a single nighttime routine permanently damage the skin microbiome of an enthusiast?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can combining multiple exfoliating acids in a single nighttime routine permanently damage the skin microbiome of an enthusiast?
2 real searches · 1 real-search pass
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
skin microbiome topical alpha hydroxy acids exfoliation barrier microbiome study review permanent damage Google ↗
dermatology skin microbiome recovery after skin barrier disruption exfoliating acids evidence Google ↗
- Acidic Skin Care Promotes Cutaneous Microbiome Recovery and Skin Physiology in an Acute Stratum Corneum Stress Model. · pubmed.ncbi.nlm.nih.gov
- Damage and recovery of skin barrier function after glycolic acid chemical peeling and crystal microdermabrasion · pubmed.ncbi.nlm.nih.gov
- From acidification to multi-targeted cellular modulation: dual impact of hydroxy acids on the skin microbiota and the epidermal barrier. · pubmed.ncbi.nlm.nih.gov
- Frontiers | From acidification to multi-targeted cellular modulation: dual impact of hydroxy acids on the skin microbiota and the epidermal barrier · frontiersin.org
- Alpha Hydroxy Acids · fda.gov
- How to safely exfoliate at home · aad.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
skin microbiome topical alpha hydroxy acids exfoliation barrier microbiome study review permanent damage OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
dermatology skin microbiome recovery after skin barrier disruption exfoliating acids evidence OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |