Should I start with prescription tretinoin 0.025 or go straight to 0.05 for postpartum skin aging, and what are the real differences in peeling?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Should I start with prescription tretinoin 0.025 or go straight to 0.05 for postpartum skin aging, and what are the real differences in peeling?
3 real searches · 1 real-search pass
topical tretinoin 0.025% 0.05% photoaging efficacy irritation peeling evidence reviewGoogle ↗
OBSERVEDReason
LactMed topical tretinoin breastfeeding pregnancy topical retinoids guidanceGoogle ↗
OBSERVEDComparison
American Academy Dermatology retinoid tretinoin irritation peeling how to use moisturizerGoogle ↗
OBSERVEDConsequence
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 (3)
Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
topical tretinoin 0.025% 0.05% photoaging efficacy irritation peeling evidence review Google ↗
LactMed topical tretinoin breastfeeding pregnancy topical retinoids guidance Google ↗
American Academy Dermatology retinoid tretinoin irritation peeling how to use moisturizer Google ↗
- 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
- Topical tretinoin for treating photoaging: A systematic review of randomized controlled trials · pubmed.ncbi.nlm.nih.gov
- Acne: Diagnosis and treatment · aad.org
- Retinoid or retinol? · aad.org
- Moisturizer: Why you may need it if you have acne · aad.org
- Tretinoin - Drugs and Lactation Database (LactMed®) · ncbi.nlm.nih.gov
- Topical Tretinoin - MotherToBaby · ncbi.nlm.nih.gov
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
topical tretinoin 0.025% 0.05% photoaging efficacy irritation peeling evidence review OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
LactMed topical tretinoin breastfeeding pregnancy topical retinoids guidance OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
American Academy Dermatology retinoid tretinoin irritation peeling how to use moisturizer OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |