Which air purification technologies actually neutralize formaldehyde and mold allergens rather than just masking indoor odors with ozone
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Which air purification technologies actually neutralize formaldehyde and mold allergens rather than just masking indoor odors with ozone
3 real searches · 1 real-search pass
EPA air cleaners formaldehyde activated carbon sorbent HEPA mold spores ozone air cleaners guidanceGoogle ↗
OBSERVEDOther / navigational
formaldehyde air cleaning technologies chemisorption potassium permanganate activated alumina review indoor airGoogle ↗
OBSERVEDComparison
EPA mold cleanup HEPA air cleaner spores allergens indoor airGoogle ↗
OBSERVEDReason
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)
Classes come from the query-classifier (a local Laya model). 3 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
EPA air cleaners formaldehyde activated carbon sorbent HEPA mold spores ozone air cleaners guidance Google ↗
formaldehyde air cleaning technologies chemisorption potassium permanganate activated alumina review indoor air Google ↗
EPA mold cleanup HEPA air cleaner spores allergens indoor air Google ↗
- Residential Air Cleaners · epa.gov
- Residential Air Cleaners (Second Edition): A Summary of Available Information | Indoor Air Quality (IAQ) · 19january2017snapshot.epa.gov
- Can commonly-used fan-driven air cleaning technologies improve indoor air quality? A literature review · pmc.ncbi.nlm.nih.gov
- Guide to Air Cleaners in the Home · epa.gov
- Ozone Generators that are Sold as Air Cleaners · epa.gov
- What are ionizers and other ozone generating air cleaners? · epa.gov
- Guide to Air Cleaners in the Home · epa.gov
- California Environmental Protection Agency · ww2.arb.ca.gov
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
EPA air cleaners formaldehyde activated carbon sorbent HEPA mold spores ozone air cleaners guidance OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
formaldehyde air cleaning technologies chemisorption potassium permanganate activated alumina review indoor air OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
EPA mold cleanup HEPA air cleaner spores allergens indoor air OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |