How do postpartum nail changes involving extreme peeling respond to biotin treatments compared to topical protein bonders and intensive oil soaking
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do postpartum nail changes involving extreme peeling respond to biotin treatments compared to topical protein bonders and intensive oil soaking
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
postpartum nail changes peeling nails biotin evidence onychoschizia dermatology Google ↗
American Academy Dermatology brittle splitting nails biotin oils nail hardeners evidence Google ↗
- Biotin · ods.od.nih.gov
- Nail health in women · pmc.ncbi.nlm.nih.gov
- Optimal diagnosis and management of common nail disorders · tandfonline.com
- Vitamins for the Management of Nail Disease: A Literature Review · pmc.ncbi.nlm.nih.gov
- 11 dermatologists' tips for healthy nails · aad.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
postpartum nail changes peeling nails biotin evidence onychoschizia dermatology OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
American Academy Dermatology brittle splitting nails biotin oils nail hardeners evidence OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |