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Evaluating precision medicine tools in cystic fibrosis for racial and ethnic fairness.

Stephen P ColegateAnushka PalipanaEmrah GeciliRhonda D SzczesniakCole Brokamp
Published in: Journal of clinical and translational science (2024)
Racial differences in prediction accuracies from our PEx precision medicine algorithm exist. Misclassification of future PEx was attributable to several underlying factors that correspond to race: CF mutation, location where the patient lives, and clinical awareness. Associations of our proxies with race for CF-related health outcomes can lead to systemic racism in data collection and in prediction accuracies from precision medicine algorithms constructed from it.
Keyphrases
  • cystic fibrosis
  • machine learning
  • pseudomonas aeruginosa
  • lung function
  • deep learning
  • african american
  • big data
  • wastewater treatment
  • case report
  • artificial intelligence