Real ChatGPT answer · index seedw3WSU2MFghYcompleteBeauty and personal care · hair removalcommercial
What is the current consensus among dermatologists regarding the safety of DIY laser hair removal handsets versus clinical treatments?
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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 DIY laser hair removal handsets versus clinical treatments?
3 real searches · 1 real-search pass
American Academy of Dermatology at-home laser hair removal IPL safety dermatologist risks professional laser hair removalGoogle ↗
OBSERVEDConsequence
FDA home use laser hair removal devices safety burns eye injury IPL hair removalGoogle ↗
OBSERVEDConsequence
systematic review home-use IPL hair removal safety efficacy paradoxical hypertrichosis burns skin typesGoogle ↗
OBSERVEDConsequence
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
American Academy of Dermatology at-home laser hair removal IPL safety dermatologist risks professional laser hair removal Google ↗
FDA home use laser hair removal devices safety burns eye injury IPL hair removal Google ↗
systematic review home-use IPL hair removal safety efficacy paradoxical hypertrichosis burns skin types Google ↗
- Home-based devices in dermatology: a systematic review of safety and efficacy | Archives of Dermatological Research · link.springer.com
- Home-based devices in dermatology: a systematic review of safety and efficacy · pmc.ncbi.nlm.nih.gov
- Laser hair removal: FAQs · aad.org
- Evaluation and Treatment of Hirsutism in Premenopausal Women: An Endocrine Society* Clinical Practice Guideline | The Journal of Clinical Endocrinology & Metabolism · academic.oup.com
- Laser hair removal: Preparation · aad.org
- Light-based home-use devices for hair removal: Why do they work and how effective they are? · pubmed.ncbi.nlm.nih.gov
- Paradoxical Hypertrichosis Associated with Laser and Light Therapy for Hair Removal: A Systematic Review and Meta-analysis. · pubmed.ncbi.nlm.nih.gov
- Assessment of adverse events for a home-use intense pulsed light hair removal device using postmarketing surveillance · pubmed.ncbi.nlm.nih.gov
- 6 ways to remove unwanted hair · aad.org
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
American Academy of Dermatology at-home laser hair removal IPL safety dermatologist risks professional laser hair removal OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
FDA home use laser hair removal devices safety burns eye injury IPL hair removal OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
systematic review home-use IPL hair removal safety efficacy paradoxical hypertrichosis burns skin types OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |