Real ChatGPT answer · index seedYTbYwlPFkIMcompleteBeauty and personal care · nail careinformational

Are there any new studies on the safety of curing gel polish at home under portable mini UV lamps?

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Are there any new studies on the safety of curing gel polish at home under portable mini UV lamps?
2 real searches · 1 real-search pass
2025 2026 research study UV nail lamps gel manicure skin cancer portable mini lamps curing efficacyGoogle ↗
OBSERVEDConsequence
2024 2025 2026 studies home gel nail polish curing UV LED mini lamps safety UVA exposure photopolymerizationGoogle ↗
OBSERVEDOther / navigational

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)
Short factOther / navigational50%ComparisonConsequence50%ReasonDefinitionInstructionYes / no

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

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2025 2026 research study UV nail lamps gel manicure skin cancer portable mini lamps curing efficacy
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
2024 2025 2026 studies home gel nail polish curing UV LED mini lamps safety UVA exposure photopolymerization
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1