Real ChatGPT answer · index seedyNtOhugtbuYcompleteBeauty and personal care · nail careinformational
Are nail hardeners with formaldehyde actually safe to use on weak peeling nails or will they cause more damage
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are nail hardeners with formaldehyde actually safe to use on weak peeling nails or will they cause more damage
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
formaldehyde nail hardener brittle nails allergic contact dermatitis dermatology advice Google ↗
American Academy Dermatology brittle peeling nails nail hardeners formaldehyde Google ↗
- Nail Care Products · fda.gov
- Revision of the opinion on the safety of the use of formaldehyde in nail hardeners · health.ec.europa.eu
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
formaldehyde nail hardener brittle nails allergic contact dermatitis dermatology advice OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
American Academy Dermatology brittle peeling nails nail hardeners formaldehyde OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |