What is the recommended protocol for patch-testing potent anti-aging actives to prevent severe allergic contact dermatitis before applying them to the entire face?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What is the recommended protocol for patch-testing potent anti-aging actives to prevent severe allergic contact dermatitis before applying them to the entire face?
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
DermNet repeated open application test ROAT cosmetic allergy 7 days patch testing allergic contact dermatitis Google ↗
American Academy Dermatology patch testing allergic contact dermatitis skin care products at home test Google ↗
- Open application test · dermnetnz.org
- Repeat Open Application Test (ROAT) · cutaneousallergy.org
- Cosmetics Allergy: Causes, Symptoms, and Treatment · dermnetnz.org
- Patch tests: Skin Contact Allergy Tests Explained · dermnetnz.org
- Patch testing can find what's causing your rash · aad.org
- European Society of Contact Dermatitis Guideline for Diagnostic Patch Testing—Recommendations on Best Practice (Update 2026) · pmc.ncbi.nlm.nih.gov
- American Academy of Dermatology's skincare testing recommendations · aad.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
DermNet repeated open application test ROAT cosmetic allergy 7 days patch testing allergic contact dermatitis OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
American Academy Dermatology patch testing allergic contact dermatitis skin care products at home test OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |