Looking for an honest breakdown of whether at home micro needling dermarollers are worth the infection risk compared to professional in office treatments.
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Looking for an honest breakdown of whether at home micro needling dermarollers are worth the infection risk compared to professional in office treatments.
3 real searches · 1 real-search pass
FDA microneedling devices at home risks infection warning professional microneedlingGoogle ↗
OBSERVEDConsequence
American Academy Dermatology microneedling at home dermaroller infection risks professional treatmentGoogle ↗
OBSERVEDConsequence
microneedling clinical review complications infection scarring hyperpigmentation home devices professionalGoogle ↗
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). 2 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
FDA microneedling devices at home risks infection warning professional microneedling Google ↗
American Academy Dermatology microneedling at home dermaroller infection risks professional treatment Google ↗
microneedling clinical review complications infection scarring hyperpigmentation home devices professional Google ↗
- Microneedling can fade scars, uneven skin tone, and more · aad.org
- Microneedling Devices: Getting to the Point on Benefits, Risks and Safety · fda.gov
- Microneedling Devices · fda.gov
- Safety Profile for Microneedling: A Systematic Review. · pubmed.ncbi.nlm.nih.gov
- Microneedling: Things to consider · tga.gov.au
- Why clinical skin care treatments are safer than at-home options · health.osu.edu
- Home-Based Dermatologic Devices for Acne and Rejuvenation: Evidence-Based Insights · pubmed.ncbi.nlm.nih.gov
- Microneedling can fade scars, uneven skin tone, and more · aad.org
- Potential Risks with Certain Uses of Radiofrequency (RF) Microneedling – FDA Safety Communication · fda.gov
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
FDA microneedling devices at home risks infection warning professional microneedling OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
American Academy Dermatology microneedling at home dermaroller infection risks professional treatment OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
microneedling clinical review complications infection scarring hyperpigmentation home devices professional OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |