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Figure 4 shows two example prediction targets where the actual gene expression levels and the KNN* predicted expression levels are very similar (Figure 4(a) and (c)), while the time-profile accuracy is rather low (Figure 4(b) and (d), Spearman correlation).
In our example, prediction errors indicate either sites where transmission occurs but is not predicted (suggesting different ecologic relationships requiring further research) or sites where transmission is predicted but not observed (possibly representing under-reporting, and therefore priority areas when revising surveillance systems).
Cooperative learning: Students enact comprehension strategies — for example, prediction and summarization — in small groups, rather than with the teacher.
Wear trials are necessary for evaluation of products but also for validation of, for example, prediction models of human responses.
Fig. 2 Example prediction activity with PV.
In this example, prediction models not including driveways, could not be useful for estimating benefits.
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Example predictions from the model.
This is particularly relevant to scientists who may seek to influence this; however, epistemological limits to the production of climate evidence (for example, predictions and projections) should not necessarily be interpreted as limits to related decision-making, particularly when large uncertainties in this evidence are concerned.
For example, prediction-based transformations provided more than 1,000 hits for the Permethrin molecule, whereas experiment-based transformations provided only 25.
For example, prediction-based models have been developed to optimize GH therapy; 12– 15 however, the exact contribution of prediction-derived indices to adult height remains unclear.
Figure 5 shows a set of example predictions of various degrees of difficulty corresponding to BioCreative III submissions.
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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