Real ChatGPT answer · index seedS44eWF2ZeJgcompleteBeauty and personal care · anti-aginginformational
How do I evaluate if a cheap LED light therapy device has the correct nanometer wavelength to stimulate collagen?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do I evaluate if a cheap LED light therapy device has the correct nanometer wavelength to stimulate collagen?
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 photobiomodulation skin collagen 633 nm 660 nm clinical study irradiance fluence wavelength review LED devices Google ↗
FDA LED light therapy mask red light wavelength irradiance safety eye protection photobiomodulation consumer device Google ↗
- LED MASK PLATINUM MD · accessdata.fda.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
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
red light photobiomodulation skin collagen 633 nm 660 nm clinical study irradiance fluence wavelength review LED devices OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
FDA LED light therapy mask red light wavelength irradiance safety eye protection photobiomodulation consumer device OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |