Real ChatGPT answer · index seedJDW9pPIoe50completeBeauty and personal care · hair careinformational
How does the scalp microbiome get affected by switching to entirely sulfate free and paraben free hair care regimens?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How does the scalp microbiome get affected by switching to entirely sulfate free and paraben free hair care regimens?
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
effects of sulfate-free shampoo scalp microbiome skin barrier research surfactants paraben-free preservatives scalp microbiome evidence Google ↗
parabens hair care microbiome skin microbiome preservatives evidence scalp Google ↗
- New Topicals to Support a Healthy Scalp While Preserving the Microbiome: A Report of Clinical and in Vitro Studies · pmc.ncbi.nlm.nih.gov
- Effect of two shampoo formulations on the prokaryotic and eukaryotic microbiota composition of the human scalp. · pubmed.ncbi.nlm.nih.gov
- Advances in Scalp Microbiome Research: Molecular Insights into the Metabolism-Inflammation-Barrier Axis and Dandruff Pathogenesis · pubmed.ncbi.nlm.nih.gov
- A review of skin microbiome and new challenges to cosmetic microbiome‐friendly formulations · pmc.ncbi.nlm.nih.gov
- The dynamic relationship between skin microbiomes and personal care products: A comprehensive review · pmc.ncbi.nlm.nih.gov
- High-throughput sequencing to analyze changes in the human scalp microbiome during the use of a shampoo · pmc.ncbi.nlm.nih.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
effects of sulfate-free shampoo scalp microbiome skin barrier research surfactants paraben-free preservatives scalp microbiome evidence OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
parabens hair care microbiome skin microbiome preservatives evidence scalp OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |