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Machine learning for identification of frailty in Canadian primary care practices

Clin Infect Dis: an official publication of the Infectious Diseases Society of America.

  • Long-term health outcomes of neonatal screening for cystic fibrosis.

  • Future work may wish to keep the original 9 point ordinal scale, or collapsed groups of 4 or 5 levels of frailty to increase the sample size in each category.

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Our study does not allow conclusions about whether empiric antimicrobial therapy for CF exacerbations may be improved by regular SF or BC testing.

  • Newborn screening for cystic fibrosis.

  • Neither the use of alternative cut-offs for the definition of frailty nor the use of SMOTE for minority oversampling resulted in a change in classification performance.




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