Can you compare the efficacy of retinol versus tretinoin for smoothing out skin texture and preventing early fine lines
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can you compare the efficacy of retinol versus tretinoin for smoothing out skin texture and preventing early fine lines
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 retinoid retinol tretinoin fine lines photoaging sunscreen pregnancy guidance Google ↗
systematic review topical tretinoin retinol photoaging fine wrinkles clinical evidence irritation Google ↗
- Comparative efficacy of topical interventions for facial photoaging: a network meta-analysis · pmc.ncbi.nlm.nih.gov
- Comparing Tretinoin to Other Topical Therapies in the Treatment of Skin Photoaging: A Systematic Review · pubmed.ncbi.nlm.nih.gov
- Evidence for the Efficacy of Over-the-counter Vitamin A Cosmetic Products in the Improvement of Facial Skin Aging: A Systematic Review · pubmed.ncbi.nlm.nih.gov
- 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
- Retinoid or retinol? · aad.org
- Comparing Tretinoin to Other Topical Therapies in the Treatment of Skin Photoaging: A Systematic Review | American Journal of Clinical Dermatology · doi.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
American Academy of Dermatology retinoid retinol tretinoin fine lines photoaging sunscreen pregnancy guidance OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
systematic review topical tretinoin retinol photoaging fine wrinkles clinical evidence irritation OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |