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Evaluating algorithmic fairness in the presence of clinical guidelines: the case of atherosclerotic cardiovascular disease risk estimation.

Agata ForyciarzStephen R PfohlBirju PatelNigam Haresh Shah
Published in: BMJ health & care informatics (2022)
The illustrated tradeoffs between satisfying a fairness criterion and retaining guideline compatibility underscore the need to evaluate models in the context of downstream interventions.
Keyphrases
  • cardiovascular disease
  • physical activity
  • clinical practice
  • type diabetes
  • cardiovascular risk factors
  • metabolic syndrome
  • coronary artery disease
  • breast cancer risk