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1 ). We used the Training 1 data set for variable selection. However, we used the Training light data set for model fitting because our computing environment did not allow for fast processing and fitting various models on a data set with close to 25 million observations.
This smaller data set had 8,311,355 hourly observations with 106,997 episodes and 10,239 outcomes. Table 2 shows that, upon hospital entry time (HET), patients who experienced an outcome were, on average, 4 years older, more likely to be male (52.