Real ChatGPT answer · index seed0nzHdNLIomccompleteBeauty and personal care · anti-aginginformational
How often do you have to use an LED light therapy device to see any noticeable reduction in wrinkles?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How often do you have to use an LED light therapy device to see any noticeable reduction in wrinkles?
1 real search · 1 real-search pass
clinical evidence at-home red LED light therapy facial wrinkles treatment frequency randomized trial 2-3 times weekly 8-12 weeksGoogle ↗
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 at-home red LED light therapy facial wrinkles treatment frequency randomized trial 2-3 times weekly 8-12 weeks Google ↗
- Efficacy of home-use light-emitting diode device at 637 and 854-nm for facial rejuvenation: A split-face pilot study · pubmed.ncbi.nlm.nih.gov
- Role of photobiomodulation application frequency in facial rejuvenation: randomized, sham-controlled, double-blind, clinical trial. · 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