Do red light therapy panels actually outperform topical retinoids for treating hormonal adult acne while managing a retail storefront?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Do red light therapy panels actually outperform topical retinoids for treating hormonal adult acne while managing a retail storefront?
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.
Classifying 2 queries…
Searches and sources
ChatGPT2 real searches · gpt-6
American Academy of Dermatology acne guidelines topical retinoids hormonal adult acne light therapy red light evidence Google ↗
systematic review red light photobiomodulation acne vulgaris randomized trial evidence 2024 Google ↗
- Guidelines of care for the management of acne vulgaris - Journal of the American Academy of Dermatology · doi.org
- Acne clinical guideline · aad.org
- At-Home LED Devices for the Treatment of Acne Vulgaris: A Systematic Review and Meta-Analysis · pmc.ncbi.nlm.nih.gov
- American Academy of Dermatology issues updated guidelines for the management of acne · aad.org
- Lasers and lights: How well do they treat acne? · 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 acne guidelines topical retinoids hormonal adult acne light therapy red light evidence OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
systematic review red light photobiomodulation acne vulgaris randomized trial evidence 2024 OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |