What are the best proven treatments for fading post acne scars that formed decades ago on aging skin that now lacks natural elasticity?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the best proven treatments for fading post acne scars that formed decades ago on aging skin that now lacks natural elasticity?
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
evidence-based treatment atrophic acne scars mature aging skin fractional laser microneedling subcision TCA CROSS dermatology review Google ↗
American Academy Dermatology acne scars treatment laser microneedling subcision fillers chemical peels Google ↗
- Evidence-based management of cutaneous scarring in dermatology part 2: atrophic acne scarring · pubmed.ncbi.nlm.nih.gov
- Atrophic Postacne Scar Treatment: Narrative Review · pmc.ncbi.nlm.nih.gov
- Practical Aspects of Acne Scar Management: ASAP 2024 · pmc.ncbi.nlm.nih.gov
- Acne scars: Consultation and treatment · aad.org
- Acne scars: What's the best treatment? · mayoclinic.org
- Microneedling can fade scars, uneven skin tone, and more · aad.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
evidence-based treatment atrophic acne scars mature aging skin fractional laser microneedling subcision TCA CROSS dermatology review OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
American Academy Dermatology acne scars treatment laser microneedling subcision fillers chemical peels OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 |