Help me evaluate current clinical studies on micro-needling versus fractional laser resurfacing for deep perioral rhytids and overall dermal remodeling.
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Help me evaluate current clinical studies on micro-needling versus fractional laser resurfacing for deep perioral rhytids and overall dermal remodeling.
3 real searches · 1 real-search pass
2023 2024 2025 systematic review microneedling facial wrinkles photoaging fractional laser resurfacing randomized trialGoogle ↗
OBSERVEDReason
perioral rhytides fractional CO2 laser microneedling comparative clinical study wrinklesGoogle ↗
OBSERVEDComparison
fractional laser resurfacing perioral wrinkles systematic review CO2 Er:YAG clinical outcomes complicationsGoogle ↗
OBSERVEDConsequence
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
2023 2024 2025 systematic review microneedling facial wrinkles photoaging fractional laser resurfacing randomized trial Google ↗
perioral rhytides fractional CO2 laser microneedling comparative clinical study wrinkles Google ↗
fractional laser resurfacing perioral wrinkles systematic review CO2 Er:YAG clinical outcomes complications Google ↗
- Split-Face Histomorphological Study of Radiofrequency Microneedling Versus Fractionated Ablative 2940 nm Er:YAG Laser Resurfacing for Perioral Skin Rejuvenation - Manoj T. Abraham, Likun Tian, Soumya Mikkilineni, Garrett Smith, Humayun Islam, 2025 · journals.sagepub.com
- Microneedling for Facial Rejuvenation: A Systematic Review · pubmed.ncbi.nlm.nih.gov
- Ablative versus non-ablative treatment of perioral rhytides. A randomized controlled trial with long-term blinded clinical evaluations and non-invasive measurements. · pubmed.ncbi.nlm.nih.gov
- Perioral Rejuvenation in Aesthetics: Review and Debate · pubmed.ncbi.nlm.nih.gov
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2023 2024 2025 systematic review microneedling facial wrinkles photoaging fractional laser resurfacing randomized trial OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
perioral rhytides fractional CO2 laser microneedling comparative clinical study wrinkles OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
fractional laser resurfacing perioral wrinkles systematic review CO2 Er:YAG clinical outcomes complications OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |