How does cold weather impair lipid production in the stratum corneum and what steps repair that winter barrier damage?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How does cold weather impair lipid production in the stratum corneum and what steps repair that winter barrier damage?
2 real searches · 1 real-search pass
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)
Classes come from the query-classifier (a local Laya model). 2 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
cold temperature low humidity stratum corneum lipid synthesis ceramide barrier winter skin review Google ↗
skin barrier repair ceramides cholesterol fatty acids moisturizer clinical recommendations dermatology Google ↗
- Your winter skin survival kit · aad.org
- A Dermatologist's Guide to Healthy Winter Skin · cuimc.columbia.edu
- The effect of environmental humidity and temperature on skin barrier function and dermatitis · pubmed.ncbi.nlm.nih.gov
- Physiological, Pathological, and Circadian Factors Impacting Skin Hydration · pmc.ncbi.nlm.nih.gov
- Seasonal influences on stratum corneum ceramide 1 fatty acids and the influence of topical essential fatty acids · pubmed.ncbi.nlm.nih.gov
- Stratum corneum lipids: the effect of ageing and the seasons · pubmed.ncbi.nlm.nih.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
cold temperature low humidity stratum corneum lipid synthesis ceramide barrier winter skin review OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
skin barrier repair ceramides cholesterol fatty acids moisturizer clinical recommendations dermatology OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |