Can long term use of chemical filters like avobenzone cause more skin irritation than micronized zinc oxide for daily wear office workers?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can long term use of chemical filters like avobenzone cause more skin irritation than micronized zinc oxide for daily wear office workers?
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
avobenzone allergic contact dermatitis irritation zinc oxide sunscreen sensitive skin dermatology evidence long term daily use Google ↗
American Academy Dermatology mineral sunscreen zinc oxide sensitive skin chemical sunscreen irritation avobenzone Google ↗
- Allergy to avobenzone · dermnetnz.org
- Topical Sunscreens: A Narrative Review for Contact Sensitivity, Potential Allergens, Clinical Evaluation, and Management for their Optimal Use in Clinical Practice · pmc.ncbi.nlm.nih.gov
- Sun Exposure in Travelers - CDC Yellow Book, 2026 edition · ncbi.nlm.nih.gov
- Sunscreen allergy · dermnetnz.org
- Sunscreen FAQs · aad.org
- Sun Exposure in Travelers · cdc.gov
- How to decode a sunscreen label · aad.org
- Questions and Answers: FDA’s regulatory actions on over-the-counter sunscreen · fda.gov
- Sunscreens: A Complete Overview · dermnetnz.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
avobenzone allergic contact dermatitis irritation zinc oxide sunscreen sensitive skin dermatology evidence long term daily use OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
American Academy Dermatology mineral sunscreen zinc oxide sensitive skin chemical sunscreen irritation avobenzone OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |