Why the study?
Can artificial neural networks accurately predict 10- and 20-year mortality risk based on exercise tests and risk factors?
Observational
Yes
Can artificial neural networks accurately predict 10- and 20-year mortality risk based on exercise tests and risk factors?
Artificial neural networks can predict 10- and 20-year mortality risk from coronary heart disease, cardiovascular disease, and all causes with 66-73% accuracy based on exercise tests and risk factors.
May aid long-term risk stratification from exercise data; leaves open clinical adoption pending validation.
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Vilkov et al. (2006) conducted an observational in Risk of death from coronary heart disease and cardiovascular disease. Artificial neural networks was evaluated on Probability of death from coronary heart disease, all cardiovascular disease, and all causes.
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