Real ChatGPT answer · index seedYOfx7MQefKQcompleteBeauty and personal care · salons and spasinformational
What is the current consensus among dermatologists regarding the safety of LED light therapy masks for daily home use?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What is the current consensus among dermatologists regarding the safety of LED light therapy masks for daily home use?
3 real searches · 1 real-search pass
dermatologists consensus safety at-home LED light therapy masks daily use eye safety photosensitivity evidence 2025 2026Google ↗
OBSERVEDConsequence
American Academy Dermatology LED light therapy at home devices safety red blue light masksGoogle ↗
OBSERVEDOther / navigational
FDA cleared LED face mask safety warnings eye protection photosensitivity dermatologyGoogle ↗
OBSERVEDOther / navigational
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 (3)
Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
dermatologists consensus safety at-home LED light therapy masks daily use eye safety photosensitivity evidence 2025 2026 Google ↗
American Academy Dermatology LED light therapy at home devices safety red blue light masks Google ↗
FDA cleared LED face mask safety warnings eye protection photosensitivity dermatology Google ↗
- Evidence-based consensus on the clinical application of photobiomodulation · pubmed.ncbi.nlm.nih.gov
- At-Home LED Devices for the Treatment of Acne Vulgaris: A Systematic Review and Meta-Analysis | Acne | JAMA Dermatology · jamanetwork.com
- 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 · pmc.ncbi.nlm.nih.gov
- Is red light therapy right for your skin? · aad.org
- Dermatology World • December 2025 · digitaleditions.walsworth.com
- Home-Based Dermatologic Devices for Acne and... : Dermatologic Surgery · doi.org
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
dermatologists consensus safety at-home LED light therapy masks daily use eye safety photosensitivity evidence 2025 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
American Academy Dermatology LED light therapy at home devices safety red blue light masks OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
FDA cleared LED face mask safety warnings eye protection photosensitivity dermatology OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |