4) Were there any right censored individuals within 30 days? 5) Correlation does show strong relation with mortality in Fig 6D, but the authors write " does not display a strong association with mortality" 6) What is the biological reason to include MI in the model? Why would MI relate to mortality? 7) If two variables have a clear trend in individuals over time, it may be better first to remove that trend.
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Mutual information: Measuring nonlinear dependence in longitudinal epidemiological data.
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