What strength of tretinoin do doctors usually give to people who want anti aging help but have never used active ingredients before
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What strength of tretinoin do doctors usually give to people who want anti aging help but have never used active ingredients before
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). 1 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
tretinoin photoaging starting concentration 0.025% beginner guideline dermatologist irritation gradual use Google ↗
American Academy Dermatology retinoid tretinoin anti aging start low concentration moisturizer sunscreen Google ↗
- Retinoid or retinol? · aad.org
- Vitamin C, Topical Retinoids, and Sunscreen in Clinical Practice · test.acofp.org
- Two concentrations of topical tretinoin (retinoic acid) cause similar improvement of photoaging but different degrees of irritation. A double-blind, vehicle-controlled comparison of 0.1% and 0.025% tretinoin creams · pubmed.ncbi.nlm.nih.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
tretinoin photoaging starting concentration 0.025% beginner guideline dermatologist irritation gradual use OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
American Academy Dermatology retinoid tretinoin anti aging start low concentration moisturizer sunscreen OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |