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Predictions were constrained to the potential range of P. radiata by excluding areas with mean annual temperature < 7.9 °C.
For classification based on a cutpoint of 2 µg/L, the highest overall agreement (63%) was observed when the predictions were constrained to concentrations in wells within 7 km.
For a cutpoint of 5 µg/L, the highest overall agreement (70%) was achieved when the model predictions were constrained to concentrations measured in wells within 5 km of the validation wells.
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It cannot predict site-scale potential and model predictions are constrained by the current technology at the time we acquired the wells data (2007) and could be inaccurate if there are significant new advancements in extraction technology.
This logistic model was selected as it is a flexible functional form with only two parameters and has the useful property that predictions are constrained between zero and one.
When word prediction is constrained to a narrow set of choices (such as possible senses), it can be quite reliable.
Customers were constrained.
Wages councils were constrained.
"Before, the police were constrained by targets.
(February sales were constrained by poor weather).
Covalent bonds were constrained using LINCS algorithm.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com