Article
Novel Machine Learning Identifies 5 Asthma Phenotypes Using Cluster Analysis of Real-World Data.
The journal of allergy and clinical immunology. In practice - 1 Aug 2024
Wu Chao-Ping, Sleiman Joelle, Fakhry Battoul, Chedraoui Celine, Attaway Amy, Bhattacharyya Anirban, Bleecker Eugene R, Erdemir Ahmet, Hu Bo, Kethireddy Shravan, Meyers Deborah A, Rashidi Hooman H, Zein Joe G
Abstract excerpt
BACKGROUND: Asthma classification into different subphenotypes is important to guide personalized therapy and improve outcomes. OBJECTIVES: To further explore asthma heterogeneity through determination of multiple patient groups by using novel machine learning (ML) approaches and large-scale real-world data. METHODS: We used electronic health records of patients with asthma followed at the Cleveland Clinic...
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