Real ChatGPT answer · index seedyMiqD19cbn0completeBeauty and personal care · skincarebrand

What is the current general consensus on whether prescription tretinoin causes permanent fat loss in the face when used long term.

ChatGPTgpt-63 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What is the current general consensus on whether prescription tretinoin causes permanent fat loss in the face when used long term.
3 real searches · 1 real-search pass
topical tretinoin facial fat loss subcutaneous fat atrophy evidence dermatology long termGoogle ↗
OBSERVEDConsequence
topical retinoids skin thickness collagen long term safety facial adipose tissue studiesGoogle ↗
OBSERVEDReason
tretinoin periorbital fat atrophy case report topicalGoogle ↗
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)
Short factOther / navigationalComparisonConsequence67%Reason33%DefinitionInstructionYes / no

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
topical tretinoin facial fat loss subcutaneous fat atrophy evidence dermatology long term Google ↗
topical retinoids skin thickness collagen long term safety facial adipose tissue studies Google ↗
tretinoin periorbital fat atrophy case report topical Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
topical tretinoin facial fat loss subcutaneous fat atrophy evidence dermatology long term
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
topical retinoids skin thickness collagen long term safety facial adipose tissue studies
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
tretinoin periorbital fat atrophy case report topical
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1