How do modern non-ablative fractional lasers stack up against traditional CO2 lasers for treating deep acne scarring while minimizing downtime for a busy professional?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do modern non-ablative fractional lasers stack up against traditional CO2 lasers for treating deep acne scarring while minimizing downtime for a busy professional?
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). 1 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
fractional nonablative laser versus fractional CO2 acne scars comparative studies systematic review downtime efficacy Google ↗
American Academy Dermatology acne scars laser treatment subcision ice pick boxcar rolling scars laser resurfacing Google ↗
- Practical Aspects of Acne Scar Management: ASAP 2024 · pmc.ncbi.nlm.nih.gov
- Acne scars: Consultation and treatment · aad.org
- Comparative efficacy and safety of fractional carbon dioxide and erbium-based fractional lasers for atrophic acne scars: A systematic review and meta-analysis. · pubmed.ncbi.nlm.nih.gov
- Comparative efficacy and safety of fractional carbon dioxide and erbium-based fractional lasers for atrophic acne scars: A systematic review and meta-analysis · pmc.ncbi.nlm.nih.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
fractional nonablative laser versus fractional CO2 acne scars comparative studies systematic review downtime efficacy OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
American Academy Dermatology acne scars laser treatment subcision ice pick boxcar rolling scars laser resurfacing OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |