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Multivariate analysis and data mining help predict asthma exacerbations.

Mihaicuta StefanLucreția UdrescuAdrian MilitaruValentin NădăşanAngelica I TiotiuAndras BikovSorin UrsoniuRomina BirzaAlina Mirela PopaStefan-Marian Frent
Published in: The Journal of asthma : official journal of the Association for the Care of Asthma (2023)
Machine learning ensemble methods and statistical analysis concordantly indicate that occupational exposure and ACT < 20 are strong predictors for asthma exacerbation.
Keyphrases
  • chronic obstructive pulmonary disease
  • machine learning
  • lung function
  • big data
  • data analysis
  • artificial intelligence
  • electronic health record
  • allergic rhinitis
  • neural network
  • extracorporeal membrane oxygenation