Why do some dermatologists say that old sunscreen causes contact dermatitis, and how can I test my store inventory to ensure customer safety?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Why do some dermatologists say that old sunscreen causes contact dermatitis, and how can I test my store inventory to ensure customer safety?
3 real searches · 1 real-search pass
FDA sunscreen expiration date stability testing expired sunscreen storage heat contamination cosmetics microbial testing guidanceGoogle ↗
OBSERVEDReason
American Academy Dermatology sunscreen allergic contact dermatitis photoallergic octocrylene patch testingGoogle ↗
OBSERVEDReason
FDA cosmetics microbiological contamination preservation challenge testing cosmetic products guidanceGoogle ↗
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 (3)
Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
FDA sunscreen expiration date stability testing expired sunscreen storage heat contamination cosmetics microbial testing guidance Google ↗
American Academy Dermatology sunscreen allergic contact dermatitis photoallergic octocrylene patch testing Google ↗
FDA cosmetics microbiological contamination preservation challenge testing cosmetic products guidance Google ↗
- When to toss your makeup and sunscreen · aad.org
- Sunscreen FAQs · aad.org
- Good Manufacturing Practice (GMP) Guidelines/Inspection Checklist for Cosmetics · fda.gov
- Microbiological Safety and Cosmetics · fda.gov
- Sunscreen: How to Help Protect Your Skin from the Sun · fda.gov
- Patch testing can find what's causing your rash · aad.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
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
FDA sunscreen expiration date stability testing expired sunscreen storage heat contamination cosmetics microbial testing guidance OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
American Academy Dermatology sunscreen allergic contact dermatitis photoallergic octocrylene patch testing OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
FDA cosmetics microbiological contamination preservation challenge testing cosmetic products guidance OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |