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But this is not the analysis that is behind the predictions of RiskMetrics.
Writing in the New York Times, Silver outlines the formula behind the predictions.
The science behind the predictions made by these climate models is not always easy to explain, and this prompted me to think more about how scientists communicate what we know to the wider community.
Other medical decision making systems employ the predictive capabilities of artificial neural networks [ 15- 17]; however, due to the 'black box' nature of these systems, the reasoning behind the predictions and recommended decisions is obscured.
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"With this, we're standing behind the prediction".
In that case the theory behind the prediction won the Nobel Prize in 1979 and the discovery won it in 1984.
As far as possible the algorithm should be chemically meaningful, however fundamentally the interpretation is identifying the cause behind the prediction and not the cause of activity.
Models that do not allow for an interpretation of the cause behind the prediction can be underutilised as the user cannot easily assess the prediction.
Since the generated model is human-readable, it can not only classify new records, but also allow understanding both the logic behind the prediction and the properties of the model, becoming a useful aid for decision makers.
In case her prediction was incorrect, she went to conceptual scaffolding-based questions and tried to improve their reasoning by making more careful observations or rephrasing their justification behind the prediction.
For example, while writing a justification behind the prediction, high scorers made 26 attempts on an average to establish a micro-macro link whereas low scorers made 4 attempts to do the same.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com