Real ChatGPT answer · index seedHVokdf3nJxwcompleteBeauty and personal care · skincareinformational

How does skin microbiome disruption contribute to chronic inflammatory conditions like perioral dermatitis flareups?

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How does skin microbiome disruption contribute to chronic inflammatory conditions like perioral dermatitis flareups?
2 real searches · 1 real-search pass
perioral dermatitis microbiome dysbiosis skin barrier review pathogenesis evidenceGoogle ↗
OBSERVEDReason
periorificial dermatitis clinical review triggers topical corticosteroids skin barrier microbiomeGoogle ↗
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 (2)
Short factOther / navigationalComparisonConsequence50%Reason50%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT2 real searches · gpt-6
perioral dermatitis microbiome dysbiosis skin barrier review pathogenesis evidence Google ↗
periorificial dermatitis clinical review triggers topical corticosteroids skin barrier microbiome Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
perioral dermatitis microbiome dysbiosis skin barrier review pathogenesis evidence
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
periorificial dermatitis clinical review triggers topical corticosteroids skin barrier microbiome
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1