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fixes #328
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manuscript/evaluation.qmd

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@@ -106,6 +106,8 @@ A complex transformation of features might be less comprehensible than the origi
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Many machine learning models only give predictions without a statement about the models confidence that the prediction is correct.
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If the model predicts a 4% probability of cancer for one patient, is it as certain as the 4% probability that another patient, with different feature values, received?
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An explanation that includes the model's certainty is very useful.
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In addition, the explanation itself may be a model or an estimate based on data and therefore itself subject to uncertainty.
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This uncertainty of the explanation is also a relevant property of the explanation itself.
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- **Degree of Importance**: How well does the explanation reflect the importance of features or parts of the explanation?
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For example, if a decision rule is generated as an explanation for an individual prediction, is it clear which of the conditions of the rule was the most important?
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- **Novelty**: Does the explanation reflect whether a data instance to be explained comes from a "new" region far removed from the distribution of training data?

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