Can microdermabrasion effectively treat hyperpigmentation on darker skin tones or is a chemical peel a safer bet for my clients?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can microdermabrasion effectively treat hyperpigmentation on darker skin tones or is a chemical peel a safer bet for my clients?
3 real searches · 1 real-search pass
chemical peels skin of color post inflammatory hyperpigmentation dermatology review superficial peels safety Fitzpatrick IV VIGoogle ↗
OBSERVEDReason
microdermabrasion skin of color hyperpigmentation post inflammatory hyperpigmentation dermatology evidenceGoogle ↗
OBSERVEDReason
American Academy Dermatology skin of color chemical peels hyperpigmentation sunscreen melasmaGoogle ↗
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 (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
chemical peels skin of color post inflammatory hyperpigmentation dermatology review superficial peels safety Fitzpatrick IV VI Google ↗
microdermabrasion skin of color hyperpigmentation post inflammatory hyperpigmentation dermatology evidence Google ↗
American Academy Dermatology skin of color chemical peels hyperpigmentation sunscreen melasma Google ↗
- Chemical Peels in Skin of Color: A Scoping Review of Safety, Efficacy, and Practice Patterns. · pubmed.ncbi.nlm.nih.gov
- Chemical Peels in Skin of Color: A Scoping Review of Safety, Efficacy, and Practice Patterns · pmc.ncbi.nlm.nih.gov
- Assessing the safety of superficial chemical peels in darker skin: A retrospective study. · pubmed.ncbi.nlm.nih.gov
- Cosmetic Considerations in Dark-Skinned Patients · pmc.ncbi.nlm.nih.gov
- Microdermabrasion: Overview · aad.org
- Management of Hyperpigmentation | Taylor and Kelly's Dermatology for Skin of Color, 2e | AccessMedicine · accessmedicine.mhmedical.com
- Treatment of Post-Inflammatory Hyperpigmentation in Skin of Colour: A Systematic Review · pubmed.ncbi.nlm.nih.gov
- Post-inflammatory Hyperpigmentation in Skin of Color: Emerging Therapies and Treatment Algorithms · pmc.ncbi.nlm.nih.gov
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
chemical peels skin of color post inflammatory hyperpigmentation dermatology review superficial peels safety Fitzpatrick IV VI OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
microdermabrasion skin of color hyperpigmentation post inflammatory hyperpigmentation dermatology evidence OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
American Academy Dermatology skin of color chemical peels hyperpigmentation sunscreen melasma OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |