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How do the number of missing daily diary days impact the psychometric properties and meaningful change thresholds arising from a weekly average summary score?

Pip GriffithsAbi WilliamsElaine Brohan
Published in: Quality of life research : an international journal of quality of life aspects of treatment, care and rehabilitation (2022)
This work suggests that the missing data rule used to create summary scores impacts on the estimate, measurement properties and interpretation thresholds. Although a general rule of 4/7 days is supported, the way the summary score is derived does not have a uniform impact across psychometric analyses. Recommendations are to use the 4/7 rule, but plan for sensitivity analyses with other missing data rules.
Keyphrases
  • psychometric properties
  • electronic health record
  • big data
  • machine learning
  • data analysis
  • artificial intelligence