Could the hard water in our new suburban home be the main culprit behind my household's sudden increase in sensitive skin flareups and redness?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Could the hard water in our new suburban home be the main culprit behind my household's sudden increase in sensitive skin flareups and redness?
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).
Searches and sources
ChatGPT2 real searches · gpt-6
hard water skin irritation eczema evidence study calcium magnesium soap residue dermatology Google ↗
American Academy Dermatology hard water eczema skin irritation water softener evidence Google ↗
- The effect of water hardness on atopic eczema, skin barrier function: A systematic review, meta-analysis. · pubmed.ncbi.nlm.nih.gov
- The Effect of Water Hardness on Surfactant Deposition after Washing and Subsequent Skin Irritation in Atopic Dermatitis Patients and Healthy Control Subjects · pubmed.ncbi.nlm.nih.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
hard water skin irritation eczema evidence study calcium magnesium soap residue dermatology OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
American Academy Dermatology hard water eczema skin irritation water softener evidence OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |