Construction of an intelligent screening model for allergic rhinitis based on routine blood tests
Change Fan, Yanan Wang, Xin Tong, Shiyu Wu, Caiyan An, Huijiao Cai, Junjing Zhang, Biao Song, Ruihuan Zhang, Colin Johnson, Colin Johnson, Colin Johnson · 2025
Read Construction of an intelligent screening model for allergic rhinitis based on routine blood tests by Change Fan, Yanan Wang, Xin Tong, Shiyu Wu, Caiyan An, Huijiao Cai, Junjing Zhang, Biao Song, Ruihuan Zhang, Colin Johnson, Colin Johnson, Colin Johnson (2025) in the Tower of Babel, a free online library of public-domain works preserved in clean, searchable text. No sign-up. The full text is served as a plain-text file at a predictable URL, where text is present: https://antarctic-labs.com/tower-of-babel/pmc-12725639.txt.
Description
Change Fan and co-authors built in 2025 a screening model that flags allergic rhinitis from routine blood tests. The nose condition is rising fast and burdens daily life, yet current checks are slow or costly. The team mined blood test data, picked sixteen measures that kept showing up as linked to the condition, and trained several learning methods on them.
A combined vote of the best methods beat any single one, reaching strong accuracy on the study's main score. The model needs only a standard blood panel, so it could run cheaply in normal clinics. The authors offer it as an early warning step before deeper allergy testing.
Catalog record
| CREATOR | Change Fan, Yanan Wang, Xin Tong, Shiyu Wu, Caiyan An, Huijiao Cai, Junjing Zhang, Biao Song, Ruihuan Zhang, Colin Johnson, Colin Johnson, Colin Johnson |
|---|---|
| YEAR | 2025 |
| COLLECTION | PAPERS |
| FORMAT | TXT |
| FILE SIZE | 82 KB |
| VERSION | 1.0 |
| LICENSE | CC BY 4.0 |
| RIGHTS | CC BY |
| SOURCE | Europe PMC |