What are the precise calibration settings I should look for when renting a professional LED light therapy panel for reducing forehead wrinkles at home?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the precise calibration settings I should look for when renting a professional LED light therapy panel for reducing forehead wrinkles at home?
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
clinical evidence red light near infrared LED photobiomodulation facial wrinkles wavelength irradiance fluence treatment parameters review Google ↗
FDA red light LED photobiomodulation wrinkles home use eye safety device guidance 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 · pubmed.ncbi.nlm.nih.gov
- Light‐emitting diodes in dermatology: A systematic review of randomized controlled trials · pmc.ncbi.nlm.nih.gov
- The Efficacy and Safety of 660 nm and 411 to 777 nm Light-Emitting Devices for Treating Wrinkles · pubmed.ncbi.nlm.nih.gov
- What to Look for in Red Light Therapy: A Product Guide Backed by Science · pmc.ncbi.nlm.nih.gov
- Review of light parameters and photobiomodulation efficacy: dive into complexity · 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
- Non-Invasive Body Contouring Technologies · fda.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
clinical evidence red light near infrared LED photobiomodulation facial wrinkles wavelength irradiance fluence treatment parameters review OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
FDA red light LED photobiomodulation wrinkles home use eye safety device guidance OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |