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Methods have been proposed that combine the segmentation of cells from the 3D images and their label annotation into a single step for the L1 worm (Qu et al., 2011) to improve the overall accuracy on the set of 82 muscle cells.
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When taking all data available with inhibition data in BCRP or P-gp, the dataset contains 2191 compounds, where most of the label annotations are missing for one of the transporters (sparse dataset).
This cascaded CNN architecture tends to learn well from a small (n≤35) set of labeled data of the same MRI contrast, which can be very interesting in practice, given the difficulty to obtain manual label annotations and the large amount of available unlabeled Magnetic Resonance Imaging (MRI) data.
The predictions generated by automated systems were compared against manually labeled annotations done by domain experts.
To acquire sensor data representative of relevant context features/attributes pertaining to citizens or urban systems, including related labelled annotations.
At this stage, signal processing and machine learning techniques (pre-processing, analysis, and pattern recognition) are used to recognize situations of urban systems from sensor signals and labelled annotations in the case of classification, for example.
The general process using a supervised learning algorithm for context recognition encompasses several steps, namely, borrowing Chen and Nugent's [42] terminology: (1) To acquire sensor data representative of relevant context features/attributes pertaining to citizens or urban systems, including related labelled annotations.
The NR evidence code labels annotations that were made before the introduction of evidence codes and as such may not be used for new annotations.
Reframe It also offers publishers branded, community that allows websites to enable white label web annotation integrated into the site.
Again, only relation types specified in the Schema are available to label the annotation.
A predefined set of entity types, from the Schema, are available to label the annotation.
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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