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The impact of different data handling strategies in exploratory and confirmatory factor analysis of diary measures: an evaluation using simulated and real-world asthma nighttime symptoms diary data.

Gerasimos DumiDara O'NeillChristina DaskalopoulouTom KeeleyStephanie RhotenDharmraj SauriyalPiper Fromy
Published in: Journal of biopharmaceutical statistics (2024)
Our findings suggest that a multilevel approach can enhance our insight when evaluating the structural properties of daily diary data; however, implementation challenges still remain. Our work offers guidance on the impact of data handling decisions in diary assessment.
Keyphrases
  • electronic health record
  • big data
  • healthcare
  • data analysis
  • machine learning
  • cystic fibrosis
  • sleep quality