Predicted features combined with original ones
This procedure exists and is called stacked generalization or simply stacking. See stacking section from wikipedia page. Strating from there you can red more by following references from the page. The first paper on subject was published by Wolpert in 1992. 

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Do not combine the results with original features, but keep only the predictions combined only with the target.