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Measuring Burden of Unhealthy Behaviours Using a Multivariable Predictive Approach: Life Expectancy Lost in Canada Attributable to Smoking, Alcohol, Physical Inactivity, and Diet.

Douglas G ManuelRichard PerezClaudia SanmartinMonica TaljaardDeirdre HennessyKumanan WilsonPeter TanuseputroHeather MansonCarol BennettMeltem TunaStacey FisherLaura C Rosella
Published in: PLoS medicine (2016)
Multivariable predictive algorithms such as MPoRT can be used to assess health burdens for sociodemographic groups or for small changes in population exposure to risks, thereby addressing some limitations of more commonly used measurement approaches. Unhealthy behaviours have a substantial collective burden on the life expectancy of the Canadian population.
Keyphrases
  • physical activity
  • mental health
  • machine learning
  • public health
  • healthcare
  • human health
  • risk factors
  • smoking cessation