Real ChatGPT answer · index seedsnSvvjl33yAcompleteBeauty and personal care · anti-aginginformational
I am looking at buying an LED light therapy mask on Amazon Prime today, but which wavelengths actually stimulate collagen instead of just being a waste of money?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
I am looking at buying an LED light therapy mask on Amazon Prime today, but which wavelengths actually stimulate collagen instead of just being a waste of money?
1 real search · 1 real-search pass
clinical evidence LED photobiomodulation facial skin collagen wavelengths 630 660 830 nm randomized trial review safetyGoogle ↗
OBSERVEDReason
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 (1)
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
clinical evidence LED photobiomodulation facial skin collagen wavelengths 630 660 830 nm randomized trial review safety Google ↗
- Light‐emitting diodes in dermatology: A systematic review of randomized controlled trials · pmc.ncbi.nlm.nih.gov
- A prospective, randomized, placebo-controlled, double-blinded, and split-face clinical study on LED phototherapy for skin rejuvenation: clinical, profilometric, histologic, ultrastructural, and biochemical evaluations and comparison of three different treatment settings · pubmed.ncbi.nlm.nih.gov
- View Omnilux · omniluxled.com
- View CurrentBody · currentbody.com
- Efficacy and Safety of At-Home Light-Emitting Diode Photobiomodulation for Facial Rejuvenation: A Systematic Review | Aesthetic Plastic Surgery · link.springer.com