FIT calculator: a multi-risk prediction framework for medical outcomes using cardiorespiratory fitness data

FIT calculator: a multi-risk prediction framework for medical outcomes using cardiorespiratory fitness data

Abstract Accurately predicting patients' risk for specific medical outcomes is paramount for effective healthcare management and personalized medicine. While a substantial body of literature addresses the prediction of diverse medical conditions, existing models predominantly focus on singular...

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Bibliographic Details
Main Authors: Radwa Elshawi, Sherif Sakr, Mouaz H. Al-Mallah, Steven J. Keteyian, Clinton A. Brawner, Jonathan K. Ehrman
Format: Article
Language:English
Published: Nature Portfolio 2024-04-01
Series:Scientific Reports
Subjects:
Prediction model
Classification techniques
Interpretability
Automatic algorithm selection
Hyperparameter optimization
Online Access:https://doi.org/10.1038/s41598-024-59401-z

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