What is the consensus on whether affordable LED light therapy wands actually reduce crow feet as well as expensive salon treatments?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What is the consensus on whether affordable LED light therapy wands actually reduce crow feet as well as expensive salon treatments?
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
randomized controlled trial home-use LED red light device periorbital wrinkles crow's feet study review photobiomodulation Google ↗
LED phototherapy wrinkles crow's feet at-home device irradiance clinical evidence dermatology review salon treatment Google ↗
- Clinical study to evaluate the efficacy and safety of home-used LED and IRED mask for crow’s feet: A multi-center, randomized, double-blind, sham-controlled study · pmc.ncbi.nlm.nih.gov
- Clinical study to evaluate the efficacy and safety of home-used LED and IRED mask for crow's feet: A multi-center, randomized, double-blind, sham-controlled study · pubmed.ncbi.nlm.nih.gov
- Efficacy and Safety of At-Home Light-Emitting Diode Photobiomodulation for Facial Rejuvenation: A Systematic Review. · pubmed.ncbi.nlm.nih.gov
- Efficacy and Safety of At-Home Light-Emitting Diode Photobiomodulation for Facial Rejuvenation: A Systematic Review | Aesthetic Plastic Surgery · link.springer.com
- Is red light therapy right for your skin? · aad.org
- Evidence-based consensus on the clinical application of photobiomodulation · sciencedirect.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
randomized controlled trial home-use LED red light device periorbital wrinkles crow's feet study review photobiomodulation OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
LED phototherapy wrinkles crow's feet at-home device irradiance clinical evidence dermatology review salon treatment OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |