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Similar to the Combo method, our salient summarization method is applied in the disease-gene predication.

The KM method achieves a better precision than the Combo method.

The F-score of KM (40.37%) is better than that of the Combo method (35.77%).

The KM method achieves an F-score of 61%, which is better than that of the Combo method (57%).

The method is evaluated with a previously established reference standard and achieves an F-score of 61%, which is better than that of the Combo method (57%).

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The results of the reference standard analysis are listed in Table 5. KM and Combo methods achieve the same recall (61%) since they are both based on semantic predications generated by the SemRep, while these predications only include the eight genes of the total thirteen genes (61%).

The Combo summarization method resulted in an F-score of 0.69.

The Combo summarization method identified 201 salient semantic predications, while the KLD metric alone identified 630 salient semantic predications, and the RlogF metric alone identified 177 salient semantic predications.

We evaluated outputs for the two summarization methods (Combo algorithm and conventional schema summarization) and the baselines by manually comparing them to the reference standards for the eight disease topic/subheading pairings.

Based on these findings, if a clinician wished to locate the maximum amount of drug treatment options using one of these three methods, Combo would be the better choice.

According to Ross, Raniere's underlying philosophy is combo of the Socratic method, Ayn Rand, multi-level marketing, and some language borrowed from Scientology.

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