Is prescription tretinoin worth the hassle of getting a dermatologist appointment compared to buying advanced medical grade retinols online for my aging skin
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is prescription tretinoin worth the hassle of getting a dermatologist appointment compared to buying advanced medical grade retinols online for my aging skin
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
American Academy of Dermatology tretinoin retinoid photoaging wrinkles retinol evidence irritation sunscreen pregnancy Google ↗
topical tretinoin photoaging randomized controlled trials retinol comparison review clinical evidence Google ↗
- Tretinoin for Photodamaged Facial Skin: Systematic Review and Meta-Analysis of Randomized Controlled Trials · pmc.ncbi.nlm.nih.gov
- Topical tretinoin for treating photoaging: A systematic review of randomized controlled trials · pubmed.ncbi.nlm.nih.gov
- Comparing Tretinoin to Other Topical Therapies in the Treatment of Skin Photoaging: A Systematic Review · pubmed.ncbi.nlm.nih.gov
- Retinoid or retinol? · aad.org
- Acne: Diagnosis and treatment · aad.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
American Academy of Dermatology tretinoin retinoid photoaging wrinkles retinol evidence irritation sunscreen pregnancy OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
topical tretinoin photoaging randomized controlled trials retinol comparison review clinical evidence OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |