What are the most recommended professional-grade dermarolling frequencies and needle lengths for treating deep acne scars at home safely?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the most recommended professional-grade dermarolling frequencies and needle lengths for treating deep acne scars at home safely?
3 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 (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
American Academy of Dermatology microneedling at home acne scars risks needle length professional treatment Google ↗
FDA microneedling devices home use acne scars risks Google ↗
AAD acne scars microneedling at home dermatologist Google ↗
- Microneedling can fade scars, uneven skin tone, and more · aad.org
- Microneedling can fade scars, uneven skin tone, and more · aad.org
- Microneedling Devices · fda.gov
- Microneedling Devices: Getting to the Point on Benefits, Risks and Safety · fda.gov
- Acne scars: Consultation and treatment · aad.org
- Skin needling · dermnetnz.org
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
American Academy of Dermatology microneedling at home acne scars risks needle length professional treatment OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
FDA microneedling devices home use acne scars risks OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
AAD acne scars microneedling at home dermatologist OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |