Can you outline a PM skincare routine that safely incorporates both niacinamide and a high strength retinaldehyde without causing dermatitis?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can you outline a PM skincare routine that safely incorporates both niacinamide and a high strength retinaldehyde without causing dermatitis?
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
American Academy of Dermatology retinoid skin irritation how to apply moisturizer start slowly retinoid dermatitis niacinamide evidence barrier Google ↗
retinaldehyde topical retinoid irritation pregnancy dermatology guidance high concentration Google ↗
- Acne: Diagnosis and treatment · aad.org
- What strategies can be used during the first weeks of topical retinoid application to avoid or minimize irritation? · eadv.org
- Guidelines of care for the management of acne vulgaris - Journal of the American Academy of Dermatology · doi.org
- How to test skin care products · aad.org
- Topical retinoids (vitamin a creams) · dermnetnz.org
- Retinoid or retinol? · aad.org
- Dermatologist-approved pregnancy skin care · 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 retinoid skin irritation how to apply moisturizer start slowly retinoid dermatitis niacinamide evidence barrier OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
retinaldehyde topical retinoid irritation pregnancy dermatology guidance high concentration OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |