Real ChatGPT answer · index seedhsFjux1TusYcompleteBeauty and personal care · anti-aginginformational
How many minutes a day should I sit under an LED light therapy panel to see actual results on my stubborn smile lines?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How many minutes a day should I sit under an LED light therapy panel to see actual results on my stubborn smile lines?
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
red light LED photobiomodulation facial wrinkles clinical trial treatment duration frequency 633 nm 830 nm dermatology review Google ↗
American Academy Dermatology red light therapy wrinkles at home devices safety evidence Google ↗
- Light‐emitting diodes in dermatology: A systematic review of randomized controlled trials · pmc.ncbi.nlm.nih.gov
- Role of photobiomodulation application frequency in facial rejuvenation: randomized, sham-controlled, double-blind, clinical trial. · pubmed.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
- Is red light therapy right for your skin? · aad.org
- Efficacy and Safety of At-Home Light-Emitting Diode Photobiomodulation for Facial Rejuvenation: A Systematic Review | Aesthetic Plastic Surgery · link.springer.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
red light LED photobiomodulation facial wrinkles clinical trial treatment duration frequency 633 nm 830 nm dermatology review OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
American Academy Dermatology red light therapy wrinkles at home devices safety evidence OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |