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Extending Theory-Based Quantitative Predictions to New Health Behaviors.

Leslie Ann D BrickWayne F VelicerColleen A ReddingJoseph S RossiJames O Prochaska
Published in: International journal of behavioral medicine (2016)
Expert panel predictions and smoking-based predictions poorly predicted effect sizes for diet and sun protection constructs. Future studies should aim to use previous empirical data to generate predictions whenever possible. The best results occur when there have been several iterations of predictions for a behavior, such as with smoking, demonstrating that expected values begin to converge on the population effect size. Overall, the study supports necessity in strengthening and revising theory with empirical data.
Keyphrases
  • electronic health record
  • healthcare
  • public health
  • smoking cessation
  • big data
  • physical activity
  • high resolution
  • weight loss
  • health information
  • machine learning
  • clinical practice
  • climate change
  • current status